{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpretable forecasting with N-Beats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "os.chdir(\"../../..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import torch\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.callbacks import EarlyStopping\n",
    "\n",
    "from pytorch_forecasting import TimeSeriesDataSet, NBeats, Baseline\n",
    "from pytorch_forecasting.data import NaNLabelEncoder\n",
    "from pytorch_forecasting.data.examples import generate_ar_data\n",
    "from pytorch_forecasting.metrics import SMAPE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We generate a synthetic dataset to demonstrate the network's capabilities. The data consists of a quadratic trend and a seasonality component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>series</th>\n",
       "      <th>time_idx</th>\n",
       "      <th>value</th>\n",
       "      <th>static</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.046501</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.097796</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.144397</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.177954</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   series  time_idx     value  static       date\n",
       "0       0         0 -0.000000       2 2020-01-01\n",
       "1       0         1 -0.046501       2 2020-01-02\n",
       "2       0         2 -0.097796       2 2020-01-03\n",
       "3       0         3 -0.144397       2 2020-01-04\n",
       "4       0         4 -0.177954       2 2020-01-05"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = generate_ar_data(seasonality=10.0, timesteps=400, n_series=100, seed=42)\n",
    "data[\"static\"] = 2\n",
    "data[\"date\"] = pd.Timestamp(\"2020-01-01\") + pd.to_timedelta(data.time_idx, \"D\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before starting training, we need to split the dataset into a training and validation TimeSeriesDataSet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create dataset and dataloaders\n",
    "max_encoder_length = 60\n",
    "max_prediction_length = 20\n",
    "\n",
    "training_cutoff = data[\"time_idx\"].max() - max_prediction_length\n",
    "\n",
    "context_length = max_encoder_length\n",
    "prediction_length = max_prediction_length\n",
    "\n",
    "training = TimeSeriesDataSet(\n",
    "    data[lambda x: x.time_idx <= training_cutoff],\n",
    "    time_idx=\"time_idx\",\n",
    "    target=\"value\",\n",
    "    categorical_encoders={\"series\": NaNLabelEncoder().fit(data.series)},\n",
    "    group_ids=[\"series\"],\n",
    "    # only unknown variable is \"value\" - and N-Beats can also not take any additional variables\n",
    "    time_varying_unknown_reals=[\"value\"],\n",
    "    max_encoder_length=context_length,\n",
    "    max_prediction_length=prediction_length,\n",
    ")\n",
    "\n",
    "validation = TimeSeriesDataSet.from_dataset(training, data, min_prediction_idx=training_cutoff+1)\n",
    "batch_size = 128\n",
    "train_dataloader = training.to_dataloader(train=True, batch_size=batch_size, num_workers=0)\n",
    "val_dataloader = validation.to_dataloader(train=False, batch_size=batch_size, num_workers=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate baseline error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our baseline model predicts future values by repeating the last know value. The resulting sMAPE is disappointing and should not be easy to beat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.5462)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate baseline absolute error\n",
    "actuals = torch.cat([y for x, y in iter(val_dataloader)])\n",
    "baseline_predictions = Baseline().predict(val_dataloader)\n",
    "SMAPE()(baseline_predictions, actuals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train network "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finding the optimal learning rate using PyTorch Lightning is easy. The key hyperparameter are the widths. Each denotes the width of each forecasting block. By default, the first forecasts the trend, while the second forecasts seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n"
     ]
    }
   ],
   "source": [
    "pl.seed_everything(42)\n",
    "trainer = pl.Trainer(gpus=0, gradient_clip_val=0.1)\n",
    "net = NBeats.from_dataset(training, learning_rate=3e-2, weight_decay=1e-2, widths=[32, 512], backcast_loss_ratio=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  | Name            | Type       | Params\n",
      "-----------------------------------------------\n",
      "0 | loss            | MASE       | 0     \n",
      "1 | logging_metrics | ModuleList | 0     \n",
      "2 | net_blocks      | ModuleList | 1 M   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "814555b192b24b1a93cc95ef025944a1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Finding best initial lr'), FloatProgress(value=0.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "LR finder stopped early due to diverging loss.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "suggested learning rate: 0.005623413251903493\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
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    }
   ],
   "source": [
    "# find optimal learning rate\n",
    "res = trainer.tuner.lr_find(net, train_dataloader=train_dataloader, val_dataloaders=val_dataloader, min_lr=1e-5)\n",
    "print(f\"suggested learning rate: {res.suggestion()}\")\n",
    "fig = res.plot(show=True, suggest=True)\n",
    "fig.show()\n",
    "net.hparams.learning_rate = res.suggestion()"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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     "name": "stderr",
     "output_type": "stream",
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      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name            | Type       | Params\n",
      "-----------------------------------------------\n",
      "0 | loss            | MASE       | 0     \n",
      "1 | logging_metrics | ModuleList | 0     \n",
      "2 | net_blocks      | ModuleList | 1 M   \n"
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    },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_stop_callback = EarlyStopping(monitor=\"val_loss\", min_delta=1e-4, patience=10, verbose=False, mode=\"min\")\n",
    "trainer = pl.Trainer(\n",
    "    max_epochs=100,\n",
    "    gpus=0,\n",
    "    weights_summary=\"top\",\n",
    "    gradient_clip_val=0.1,\n",
    "    callbacks=[early_stop_callback],\n",
    "    limit_train_batches=30,\n",
    ")\n",
    "\n",
    "\n",
    "net = NBeats.from_dataset(training, learning_rate=4e-3, log_interval=10, log_val_interval=1, weight_decay=1e-2, widths=[32, 512], backcast_loss_ratio=1.0)\n",
    "\n",
    "trainer.fit(\n",
    "    net, train_dataloader=train_dataloader, val_dataloaders=val_dataloader,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_model_path = trainer.checkpoint_callback.best_model_path\n",
    "best_model = NBeats.load_from_checkpoint(best_model_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We calculate the error which is well below the baseline error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.1933)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actuals = torch.cat([y for x, y in iter(val_dataloader)])\n",
    "predictions = best_model.predict(val_dataloader)\n",
    "(actuals - predictions).abs().mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at random samples from the validation set is always a good way to understand if the forecast is reasonable - and it is!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_predictions, x = best_model.predict(val_dataloader, mode=\"raw\", return_x=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TnP8SRu2s/zfc/VatWqXFAhIEQcgepdTm8ZbklTENO1rp9yfAngziUwK8Hfhd3LHCaOICSqlC4FKSTDBBEARhcpKNC24tRkn7HUqpbdFjn8Uo9IjW+v7osWuA57TWvrhra4Anor5TK/Cw1vqZ0Vi4IAiCML7JJgvuFRIba6Ub9zPgZ0nHDpNYPVgQBEEQAKmEIAiCIJwmRIAEQRCE04IIkCAIwijx7K5WTvYOnO5ljBtEgARBEEYBfyjMx365mZ+9dvR0L2XcIAIkCIIwCrj7g2gNzd39p3sp4wYRIEEQhFGgtz8IQEuPCFC2iAAJgiCMAj19IkC5IgIkCIIwCrijFlBr7wDBcCTDaAFEgARBEEYFU4AiGsmEyxIRIEEQhFHAFCCAlh4RoGwQARIEQRgFEgVI4kDZIAIkCIIwCrj7g9itxiO1WQQoK3LqiCoIgiCkxt0fpMrloD8YFgsoS0SABEEQRoHe/iDF+TbKCm0iQFkiAiQIgjAK9PQFKcm3Uuy0cbTTl/kCQWJAgiAIo4G7P0hJvo260nyau/vRWp/uJZ3xiAAJgiCMAqYA1Zfm4wuE6R0Ine4lnfGIAAmCMKkZCIZHZR53f5DSAjt1pfmApGJngwiQIAiTll0tbpZ88Vk27DhxSvMMBMP4Q5GoC84JDBWggWCYhzYeIxwZxjUXCqY/NwERARIEYVzR7vHzhzdbRmWvzbHOPkIRzZ2PbudQu3fE85iVsIvzbdSXpbaAntzWwuee2MnrhztTT/Lnr8HPrgT/5ElgyChASqlpSqkXlFJ7lFK7lFKfTDHmHUopt1JqW/Tnrrhzlyul9imlDiql/n2034AgCJOLH75wkE88vJW1X/8zF3zzBT7z2Jv87UjXiOYyhUMDH/vFZnz+xLhNp9fP0Y7MgmBWQSjJt1FZ6MCeZ6E5qRzPG0eNNe450Tt0gpf+H7z0TXBVg805gncyPsnGAgoBt2utFwHnArcqpRpSjHtZa708+nM3gFIqD/ghcAXQANyY5lpBEISs2N7Uw+K6Yu66qoEFtUU8vfMEN/9kIwdOenKeq3fAEI7vvnc5h9q9/MfjO9BaMxAM88MXDnLBN1/guvv/mnGeeAGyWBRTSp1DLLTNx7sB2HMiaZ2v3gt//grMvRSu+xlY8nJ+H+OVjPuAtNYngBPR3z1KqT1APbA7i/lXAwe11ocBlFKPAFdnea0gCEICoXCEPSd6uWnNDD68bhYfXjeLNs8AV3zvZf71kW389tbzcFizf4C7+4PkWRSXNtRw+6UL+Naz+yiw5/HygQ6ae/qpLnLQ5vEzEAzjtKWf1+wFVJJvA6CuJD/BBdflC3C43bCkEiygjQ/A81+AWRfCe38JVlsuH8e4J6cYkFJqJrAC2Jji9NuUUtuVUk8rpRZHj9UDjXFjmqLHBEEQcuZwh4+BYIQl9cWxY9VFTr553VL2nOjlW8/sy2m+3v4QxU4rSin++e1zeOfCah55o5GSfBsP/9Mabr90PgAdXv+w88RbQAB1pYkCtPmYYf2snFHGwTav0S9o26/g6X+DmevgfY+AzZHT2icCWVdCUEq5gN8An9JaJzsxtwAztNZepdSVwG+BeYBKMVXKFBCl1C3ALQDTp0/PdlmCIEwidjS5ATirviTh+DsX1fCBt83gx68c4YL5VVwwvyqr+dzR8jkAFoviB+9bweZj3Zw3p5I8i+JPgZMAdHoDTC0rGHYegNLoXPWlTk5GG9PZ8ixsOtaFLU/x3lXT2Hysm6ZdrzLrD5+CKcvhfY9OqrhPPFlZQEopG4b4PKS1fjz5vNa6V2vtjf6+AbAppSoxLJ5pcUOnAi2p7qG1flBrvUprvaqqKrs/HkEQJhc7W9wU2POYVekacu6zVy5iXrWL2x/dTpcvkNV8vQPBmNUCUGC3cv68KvIsxnfnCpdhlWRrARXHWUDxjek2H+1mSX0Jy6eXUkov1U//E9hdcMNDYE8vbBOdbLLgFPATYI/W+jtpxtRGx6GUWh2dtxN4A5inlJqllLIDNwBPjtbiBUGYXOxsdtMwpTgmEPE4bXl8/4YVuPuC/OeGPVnN5+4PUuxMH3epdNkBwwLKNE+Rwxpb12Aq9gD+UJg3m92smlHG7Ip8/sv+A5z9bXDd/0DJ1KzWOVHJxgJaC9wMXBSXZn2lUupjSqmPRcdcB+xUSm0H7gVu0AYh4BPAs8Ae4P+01rvG4H0IgjDBiUQ0u1p6WZLkfounoa6Y61ZN5Q9vnhiSUp2K3v5ECyiZyqgF1J7BAuqNc+UBsWoIzT197Gx2EwhFWDmjHOufvsR5ll38qvQjMPuCjOub6GSTBfcKqWM58WPuA+5Lc24DsGFEqxMEQYhyuMNHXyDM4rriYcdds6Kehzce57ndrVyzYngLo3cgRHF++seg05aHy2HNygKKF7K6kkELqK3XEK+1HY/BX3/A5uJ38j3PJbx/2BknB1IJQRCEccGulmgCwtT0FhDAyullTC3L54mtKcPNCWRywQFUuOxZxYDiBSjfnkd5oZ3mnn42H+3iy64nKHrxczDzfHac/TU6fAHaPcPPORkQARIEYVyws9mNw2phbtXQBIR4LBbFe5bX88qBdto8A2nHDQTDBEKRBNdZKioK7XT6hheLnhSuvLpSJy1dPi458g0+GHoUFq6H9z/O/GlGklXKigiTDBEgQRDGBTua3SyaUow1L/Nj6z0r6oho+P329EVGe5My19JR6XLQ4cnsgistSJxnYaGP9x2/i+t5noPT/g7+/udgtdMwxXAhigCJAAmCMA6IRDS7mnsTNqAOx9zqIs6qL+G3W5vTjjHL8AyXhABGKnYmCyjBBXfsr/DrD/D14zdxqdrID4Pr0e/6HliMx21pgZ0pJU4RIKQltyAI44DjXX14/CGW1A0f/4nnPSvq+cofdnOwzcPc6qIh5939RpZcsXP4x2CVy47X5yXceZg8z0kY6AR/HwR9EPAR9LTxn2zmnP0BONAB3YfBVsDBKe/ik0fPpdU5l39Ouv+iKcVDa8JNQkSABEE449kZTUAYLgU7mfXLpvC1p3bzxNZm7rxs4ZDzMRec0wruZug6aohHz3FwN0JvM/S2cGvPCW5z+OAHqe9jAy7KK0QFa6B6Kqz8EKz8IIcP9rPvyBYumlGGJWnf0qIpRby0vx1/KJxT7bqJhgiQIAhnPDube7HnWZhfM9SSSUd1kZN186r47dYWbr9kQaIItO+nasev+aVtA8t/fhjCSckKjhIongKlMzjpWsrvDoa5/h0rqa2bAfnl4CgEWyHYCzjgdXLJfW/wg2tXsH5ZXWyKulLjvytnlA1Z28LaYkIRzcE2L4tzsOomGiJAwoQnHNHcs2EP/7B25rD1vIQzl53NbhbUFmG35ha2vmZFHZ/+9XY2Hetm9axyOPIq/OFfofMgS4AmVYl/wdXk1y2GshlQPhvKZoJzMNbUcriTb+97nbNnraF2buWQe/T0GH1+kmNJDVOKuWnNdK5ZMbT+8qJYIoJHBEgQJjJN3X385JUjTCvL50NrZ53u5Qg5orVmZ4ubK5bU5nztpQ212PLe5IW9raw+9t/wl2+Aqwbe+SUe6lnE514Ns+/ay2EYN1hlhnpwya0YTOxWC1+75qyU18yqLMRps0z6RAQRIGHC442WZOmKPiiE8UVTdz89fcERWQqFDisLCgd4z45boW8LzL0Ern0QCso5+tRunLZjGWMwZj24jjTVEGKVsAuy7+WTZ1EsqCkSATrdCxCEscY7YAhQd5YVkoUzC7PddnILhqzo6+J/gndSGuiBS74C5/0LGHWT6e0PZUzBBsOysVpUWgsouRdQtiyaUsyzu1qJRPSQJIXJguwDEiY8voBpAYkAjTdO9g5wz4Y9LKgpoiFDDbiUPPmvlOkuvuD6Eqz915j4gLEPKFMZHgClFBUuO50ZBKgoi7niOXd2Bd19Qe54dLvRoG4SIhaQMOHx+sOAWEDjjXBE86lHttEXCPPDm1Zgy6ICQgLbHoa9v+eVqpv4Y/eiIafdSRWsh6PS5UjrguvtD1LktKZsETEcVy+vo7Grj28/v5/uvgA/vOlsCuyT65EsFpAw4THL8mfbpEw4M7jvzwf56+FO7r56ccqNpMPiboKnPwM1Z7F1zsfp8vkJRxKbMSc3oxuOCpdjWAsoV/cbGJbVv7xzHv957Vn8ZX87N/1446T7kiQCJEx4RIDGH3891Mn3/7Sfa1fUc93KHJu2aQ1PfAxCfrj2QSpLXEQ0Q8rpGJWws7M4Kl32YZMQRiJAJjeuns5/3bSSXS29XP/AX7PqYzRREAESJjxmFlx3XwCtdYbRwunG3Rfkk49sZWZFIV95zxKUyjFA//qP4OjLcOHnoKaBqqJoU7mk9gfZJiGA6YLzp/z7OVUBArh8SS2/+PBq3r2sjkLH5HHDTZ53KkxazG+UwbDG6w/lHCwW3lqe2nGCNo+f+29emfvDeMANL9wD0841Mt4gpQBFIhrPQC4xIDv+UCTl309PX4AFtTm6CFOwZnYFa2ZXnPI84wmxgIQJj5mEANDtk71AZzrP725lWnk+K6aV5n7x6/dDwAMXfylWfbrK5QQSBcgbCBHR2adOVxQaIpaqM6o7B0tKSEQESJjwxPvUJRX7zMbnD/HqoU4uWVSbu+st0A9/ewCmnwsz3hY7XFlkbCRtj0siGCxEmqUFVJS6GoLWmt4csumERMQFJ0x4fP4QShmx6a4MfV2E08vLB9oJhCJc0lCT+8Wbfwp9nbDu/oTDBXYrLoc1wQJyx5rRZfcIrChMXQ1hIBghEI6IBTRCMlpASqlpSqkXlFJ7lFK7lFKfTDHmJqXUm9Gf15RSy+LOHVVK7VBKbVNKbRrtNyAImfD6Q9QUGW6YLnHBndE8t/skpQU2zpk5tIL0sISC8Np9UHMWzLtkyOmqIkeCAPWavYCyFI6qNBbQSKsgCAbZyH8IuF1rvUUpVQRsVko9r7XeHTfmCPB2rXW3UuoK4EFgTdz5C7XWHaO3bEHIHl8gxLTyfFp7BybdPovxRCgc4c9727hoQXVWbbcT2P4IeFrg0q8mVDswqXIlCdBAbi648qgFlBwDEgE6NTL+K2utT2itt0R/9wB7gPqkMa9prbujL18HckzcF4Sxw+cPU1PsxGpREgM6g9l0rJuevmDu7rdIBF77HpTPgcXXpBxSVeRIsF5yFQ5bnoXSAptYQKNMTl8zlFIzgRXAxmGG/SPwdNxrDTynlNqslLplmLlvUUptUkptam9vz2VZgjAsRuqslbJCu1hAZzDP7z6JPc/CBfOrcrtwz++g8yCc96+xzLdkKl32JBecGQPKXjgqCu0pN7MClObbc1uzAOSQhKCUcgG/AT6ltU5ZQ1wpdSGGAK2LO7xWa92ilKoGnldK7dVav5R8rdb6QQzXHatWrZLdgsKo4fOHKLRbKS+wSzWEMxStNc/vPsl5cyty3/vz6r1QVAfLb0o7pKrIQe9AiIFgGKctj97+IEpBUQ73qnQ56PAk/v30RC1qsYBGRlYWkFLKhiE+D2mtH08zZinwY+BqrXWneVxr3RL9bxvwBLD6VBctCNkSjmj6AmFcTivlhXa6xQV3RrL/pJfjXX25u9+a3oCWLbDqw2BNLwLJSQS9AyGKHNac2iBUuhx0pLGARIBGRjZZcAr4CbBHa/2dNGOmA48DN2ut98cdL4wmLqCUKgQuBXaOxsIFIRvMVgwuhyFAnWIBnZE8v7sVgIsX5ShAf/0RWJ1wzj8OOyy5GkIulbBNKl12OoaU84laUlnWlBMSyeZTWwvcDOxQSm2LHvssMB1Aa30/cBdQAfxXdPNYSGu9CqgBnogeswIPa62fGdV3IAjDYG5CLXRYKSu0SQzoDOX53SdZNq2UmmJn9hd52mDPk3DWdVBQPuzQ5GoIvSOo31bhMtx4gVAEu9X47u7uD+ZsSQmDZBQgrfUrwLCfrtb6I8BHUhw/DCwbeoUgvDXEC1B5gZ2e/iDhiM65d4swdrj7gmxvcnP7JfNzu/CNByEShHM/nnFozAKKueCya0YXT6UrWo7H52dKST4QLUSaQytuIREpxSNMaMw6cC5HHmWFdrQe9NsLZwYnPQMAzKwszP6iUBC2/MIoOjplacbhFa5oOZ44F1zuFtDQvRZ9RigAACAASURBVECjUQl7MiMCJExoYhaQ3RrbTCiZcGcW5gPdLHeTFbseB28rrE67syMBW56F8kJ7nAsulHUZHhPTAmpP2k8kKdgjRwRImNB442NABcaDQjLhzizMf4+yXATobw8aqdeL35P1JfHVEIxmdLknIcCgYPYHwjT39IsFdAqIAAkTGtMCMrPgQCygMw0zMzFrC6h5MzRvgpUfAkte1vepKnLQ7vUTCEXoD4ZzFg7TAurw+olENJ/+9TbaPP7cO7YKMUSAhAlNQhKCCNAZSZc3Rwvole8ZqderPpzTfYy22n48A7lXQQAosOfhtFno9Pr5z6f38MyuVj7/rgYuXFid0zzCIJK8LkxoBpMQBv/URYDOLLp8foqdVmzZFCBt3WmkXp/zEXDlVrLHrIg90s2jSikqXQ6e2NpCh9fPB982gw+vnZnTHEIiYgEJExqfP4RFgdNmId+eR74tT/YCnWF09QVj1mlG/vxVsObDBf+W832qihwMBCO09BhZd7kmIYCxF6jD6+edC6u5a/3i3JvmCQmIBSRMaLz+EIUOa+xBUV5ol4rYZxhdPn92AtS8BfY/Def+MxTl3rDO3At0sM0DjKx8zrKpJeQpuPfGFbKXbBQQARImBMc7+3DaLFQn7aT3+UMJ7jephnDm0ekNMLWsIPPAP38N7C5Yd/uI7mNWQzjU7gOy7wUUz91XL0FrLZbPKCEuOGFC8PGHN/PlP+wectwXCCVUVy4vdNDVJxtRzyS6fIHMGXDHX4dDfzRqvuUY+zEZtIC8QO5JCCYiPqOHCJAwIWju7qelp3/Ica8/nChABTa6kioajyZaa3726pFYx01heLTWdPcFMmfAvfA1sBfBuk+P+F6mAB1qNwRI9u+cfkSAhHFPKByhuy84pF0ymC64wb0iRlO6sROHfSc9fOn3u3l2Z+uY3WMi4fGHCIb18BbQgefgyEtw7scgv2zE9yrNt2G1KNo8fux5FhxWefydbuRfQBj3mGnVnd6hlo3ZjM6kvMCO1x/CHwqPyVrMnfY94ubLCnMPUNokhNZd8Ng/Qsk0o+PpKWCxqNhm0uJ8m7jSzgBEgIRxT0f0IeYLhBkIJgqLZyA5CcF40I2VQJgNz3r6JdEhG8yMxHJXCgHqaYSH/g4sVnj/4+AsPuX7VRYZ9xlJCrYw+ogACeOezriYTnLDuaFJCGNbDcFs2dw9yS2gAyc9HDjpyTguZgEVJAlQXxf84hoYcMP7fg1VObZqSENV1AKS+M+ZgQiQMO7piHO9JbvhfP4QrrhulbGCpGMlQNH7uye5AH3/Twf48P++kXGc+UUg5oLT2tjv89DfQ9cRuO6nMG31qK3LTEQYSQq2MPqIHSqMe+KTD+J/94fCBMM6wQVn9nQZq82opjtwsrvg9rV6WFAzjMusdSf0HKf4aDOXW45TfagL/vIqHHrBaLOABdbfCwuuGNV1xQRILKAzAhEgYdwT358l3hryRevAFdrjsuAKxtgF55UkBH8ozJEOH5cuHqxW8NL+dvIsirXOI/Cnr8GRFwC4HLjcDjyFUWJnxlo4/zZY+C4oGf0q04MuOHn0nQnIv4Iw7un0Bih2WukdCCXEgOIrYZuURtsniwCNHYfbfYQimgW1gxbQb596kg/6H4aBTYPVDGa/nftePMqOll4e+NDboGYJ2JzDzHzqVBUZ84sL7swgYwxIKTVNKfWCUmqPUmqXUuqTKcYopdS9SqmDSqk3lVJnx527XCm1L3ru30f7DQhCh9fP9IoCnDZLgrB443oBmdjyLBQ7rWMfA5rEbb/3R5MPFtQUGQe05t/7vs2cgZ2w9lPw6Z1w8V0w++1sVotoLlkOU1eNufjAoAtOkhDODLJJQggBt2utFwHnArcqpRqSxlwBzIv+3AL8CEAplQf8MHq+AbgxxbWCcEp0egNUuhxUFDqSXHBDLSAwC5KOvkBEIppOb4A8i8LrDxEIRUb9HuOBva0ebHmKWZWFxgGleGbBV7kgcC+hi76YsJm0yxegvNDxlq2tNlorMKfuq8KYkVGAtNYntNZbor97gD1AfdKwq4Gfa4PXgVKl1BRgNXBQa31Yax0AHomOFYRRo9Prp6LQQYXLnpCE4E0jQEY1hNG3gNz9QUIRzYzygtjrycj+Vg+zK13Y4yoNOGasoivi4oR7IGFsV18WdeBGkekVBdz//pVctXTKW3ZPIT05pWErpWYCK4CNSafqgca4103RY+mOC8KooLWmwxugsshORaE9YU+QL0UzOjD2nIxFDMi0vuZUuwBwT9JMuL2tHhbUFiUcmxYV5eNdfQnHu7yBWGLIW8XlS2opsEv4+0wgawFSSrmA3wCf0lr3Jp9OcYke5niq+W9RSm1SSm1qb2/PdlnCJMfjDxEIR6gsdFDhciRYQIMuuLyEa8oL7XSPQRq2mY03NypAkzERwTMQpLmnf4gAzagw3HHxAjQQDOMLhGOp8cLkIysBUkrZMMTnIa314ymGNAHT4l5PBVqGOT4ErfWDWutVWutVVVUjK7cuTD46orXXKovsMRec1sZ3nFRJCGAIUKdvcNyorSUqfnOrJq8A7T9pVJqOJSBEqS12YstTCQI0ZBOqMOnIJgtOAT8B9mitv5Nm2JPAB6LZcOcCbq31CeANYJ5SapZSyg7cEB0rCKOCmXZdUeigstBBIBzBExWedEkIZYV2AqEIfYHRLUhqiqHpguuZhDGgWAZckgWUZ1FMLSvgeKcIkDBINo7QtcDNwA6l1Lbosc8C0wG01vcDG4ArgYNAH/AP0XMhpdQngGeBPOCnWutdo/oOhEmN+dCvcNkHqxx4AxQ7bXgDIexWC7a8xO9Z5XGbUZPF6ZTW4vWTZ1HMrDDiHT2TsPX3vlYPhfY86kvzh5ybXl4gFpCQQMb/+7TWr5A6lhM/RgO3pjm3AUOgBGHU6Yg+xKpcDjpc0bYMPj8zKwuHtOM2MVNwO32BWHB8VNbi9VNRaKfYacOiJqcLbl+rh3k1RVgsQx8Z08sL2NbYE3stAiRIMVJhXGMWHy0rtMfSeWPtGfzhIQkIAIumFKEUvLivbVTX0hHdj2SxKEoL7JOuHpzWmn0nPSxMcr+ZTC8vwN0fjBVqHXSfigBNVkSAhHFNh9dPWYENW54l5oIzM+E8A4nN6EymlhWwbm4l//dGI+HI6CUidHj9VEZ32pfm2yadBdThDdDlCzC/JrUAJadid/uMTbtSFmfyIgIkjGs6vQEqogUmTVeOaRWlc8EB3Lh6Oi3uAV7aP3op/x0eP5VRESwpsE26jaj7Wo0EhHQW0IyKRAHq9AUoK7CldNcJkwMRIGFcY8ZdABzWPIqc1phrJ7kZXTwXL6qhotDOr/52fFTWYW6INastT0YLaF80A25+GgFKtoC6fH6J/0xyRICEcU2nNxBzewFUuhwxAfIOYwHZrRauWzmVP+1to613IOWYXOgdiG6INQWoYGw2u57J7GvtpdJlj30GybgcVioK7Rzv8gFmHTgRoMmMCJAwrunw+qmMe4hVFNoTXHCpkhBM3nvONMIRzaObm4a9RzAcwR8afs+QWYansijqgsu3TbquqPtOetPGf0ymVxTEWUABKt7CQqTCmYcIkDBu8YfC9A6EEr5xlxcOFiT1+cO4HOkD3LOrXJw7u5xfv9FIZJhkhH//zQ7+6eebh11LrCJDzAKy4fGHCIYnR0XsSERz4OTQGnDJxO8F6vIFKCuUBITJjAiQMG4x95FUxAlQhctBp8+P1hpfIIRrGAsIjGSE4119vHaoM+2Y7U097GjqSXseBlO/TQEyC2z2TpJEhKbufvoC4SEleJKZXl5AS88AA8EwPf3Bt7QVg3DmIQIkjFs6POZDf9AFV+kyKl17/SG0HlqGJ5nLFtdSWmDjV2+kTkaIRDTHu/ro7gviGUgvJjEXXJwFBJOnHM/eVqM+cTYWUDii2dXSi9ayB2iyIwIkjFs6fGYZnjgLqNBORENzTz+QWYCctjyuWVHPc7ta6U0hMG0ef6yxXGNXf/q1eP1Y1GAquNlxc7Jkwu1odgMwLwsLCGB7tCKCJCFMbkSAhHHLYNwlLgkhKkbHokUv02XBxXPenEqCYc3BNu+Qc8c6fbHfG7v7hpyPrcVrpBTnRfe0lEZdcJOhHlwkovndthbOm1OR8fOeHt0LtE0ESEAESBjHmOnWlQkxIOOBZlZdzqbY6Jwqo1fN4XbfkHPH4opnNnYNJ0CBhHWUvkUW0O6W3lFvK5ErG490cbyrj79fNS3j2JoiJ3arha2N3YAI0GRHBEgYM3Y2u2Pl+ceCTq8fp81CgX0w0cAUgWPRvSbDpWGbTCsvwGpRHGofagEd7+wjz6IotOdlECB/ogCNUgzos0/s4P/eaEx57nC7lyvvfZmnd7ae0j1Olf/b1EiR08rlS2ozjrVYFNPK8mPuTIkBTW5EgIQx4/b/286/PfbmmM1vWh1GyyoD8xt1Li44W56F6RUFHE4hQMe6+qgvzWd6RSGN3cPHgOJdgcVOG0qB+xRccFprfrO5iT/tPZnyfFN0PZuOdo/4HqdK70CQDTtO8O5ldThtmcUeBuNAMFiZXJicSGN0YUwIhiMcaveiGb4iwanQ4fUnJCCAkf6s1GC5l2z7/cyudKV0wR3v9DGjooB8Wx5HOoaej63Fk+iCs1gUJfm2U7KA2r1+/KFILMU7mc5oEsabGVLEx5Lfb2/BH4rw3nMyu99MjPbc7RQ5rUN6NQmTC/nXF8aEox0+QhFNOKLZfGxsvqEbtdcSv0HnWRTlBXaao9ZBtsI3p7qQo50+QkkbR4919TGtvIDp5QU0dveljLf4/CH6g+GEkkBw6vXgzPdgVnZIxkxD39niHrLut4r/29TEwtoizqovyfoasyacuN8EESBhxLR5Bvjj7tTuoQNxGWWvH06/yfNU6PT6U5ZyqXDZCUUrG2RrAc2pdBEM65hbC8DdH6SnL8iM8gKmlRcwEIzQnkIMkvcAmZQU2IdYQKFwZNhYUjzmWtJZQGYa+kAwkvB5Z8vrhzt56s0TI25Jsa/Vw/bGHq5fNS3BDZoJ0wUnCQiCCJAwYv7rhUN85OebUqYaHzjpRSlYNKWYjWMgQJGIptMXiGW9xRMvSgVZxiVmm5lwHYMPcjOTbkZFAdPKjRbTqfYCDQpQ4loMCyjxs3n4b8e5+Dt/GXZTq4kpQF5/iIHg0Fp0HZ4AtjzjwZ+rGy4YjvCJh7dy68NbuPL7L/P87pM5Z9M9uqkRW57iPcvrcrpuUICkCsJkRwRIGDGmZbOzuXfIuQNtHqaVFfCOBVW82eSmLxAa1Xu7+4OEIzpl5WVTlArteVn3mplT5QISU7HNTLrp5YWxh2Yq66XdMzQdHIxMuGQX3Kaj3fhDEVp6Mlfgbu4ZvFdHCsur0+dnQW0RRU4r25vcGeeL5y/72unw+vmHtTMJhCP80883ce2PXkuZiJGKQCjCE1ubjbYWaapfp2NQgKQO3GRHBEgYEd2+AHujDcjMXfDxHGzzMq/axZpZ5YQimi3HRjdQ3hmrgpDKAooKUA6JD2WFdsoKbAmp2GYm3fSKAqaWpRcgUxyqUsaAEi2gXS3GZ9WaRQuIeHdgKjdch9dPlcvB0qklOVtAj21uotJl57NXLuK5T1/Af157FntPeLj/L4eyuv6l/e10+gJcv2pqTvcFyLfnsX5ZHRfMr8r5WmFikVGAlFI/VUq1KaV2pjl/p1JqW/Rnp1IqrJQqj547qpTaET23abQXL5w+/na0CzCC/juTBCgUjnC43cfcGherZpaTZ1FsPDK6bjjT6qhKaQEZx3LNvJtd5eJQnAXU2NVHpcuOy2HFacujqsiRshqCKUDJMY3SAju9A6FYjMXnD3E4mkl30p2dAE0pcRr38KSwgKLdYJdOLWXvCU9KN10qunwB/rT3JNesqMeWZ8GWZ+HG1dOZX+OitTd1wkMyrxzswGmzsG7uyETkBzeu4KqlubnuhIlHNhbQz4DL053UWn9La71ca70c+A/gL1rrrrghF0bPrzq1pQpnEq8f7sRhtXDhgqohFtCxrj4C4QjzqotwOawsqStOmYiQqcfOcHSmqANnEnPB5SpAlYWJLrjOvoQ9K/GtBOLp8PopK7ANSSk2N6OaFbH3thoFOCGzBaS1pqm7j+XTSoHB9xt/vjO6D2rZ1BJCEc2eE0Ndoan47dZmgmHNdSsTU6eripxZN+fbeKSLlTPKsFvFiSKMnIx/PVrrl4CuTOOi3Aj86pRWJIwLNh42HkArppdxvKsvofnagZOGG2t+jRFXWTO7gu2N7oRv6IfbvZx99/P8dmvziO5vWgTDJSFkUwUhnjnVLjq8ftxRwTje1Rfds2IQv4M/cS2BlLGo5GoIu1oMgbDlKU5meNB3+QIMBCMsiwpQsgtusAOrnaVTjTFvZhkHenRzE0unlgypXF1T7Mi4LgB3X5C9rb2smVWR1f0EIR2j9vVFKVWAYSn9Ju6wBp5TSm1WSt2S4fpblFKblFKb2tvbR2tZwhjg7guyJ/oAMvd/7GwZfPgdbDNiQ2Zg/9zZ5QTCEbYcN/YDaa35wu924guEeT5NGncmOn0BLGqw7048ZjZazi64SrMmnBd/KEyLu3+IBXTC3T+kyVxyGR6T0nxjHWZr7l3NvZQX2plT5cr4oDfjP3OqXBQ5rLQnueDiU7+nlDipdDnYnkUcaFeLmz0nerl+5dDYTU2xk+6+YEbL9G9Hu9Aa1swqz3g/QRiO0bSf1wOvJrnf1mqtzwauAG5VSl2Q7mKt9YNa61Va61VVVRKcPJN5w3wAzS4fFKA4N9yBNi/1pfkxF9iqmeVYlGE1ATy5vYVXD3ZS6bLz2qGOlN1IPQNBntjalLZTaXL16XhMt1zOLri4TLim7n60NlKwTaaWFxDR0NKTaAUZFRmGCmFJ1AIyrcOdLW4W1xVTW+LM6IIzBai+NJ8Klz1WeNXE7Ppa4bKjlGLZ1JKsLKBHNzVhz7OwftnQ+EtNsfG5tWWIA2083IndaolZZ4IwUkZTgG4gyf2mtW6J/rcNeAJYPYr3E04Tr0cfQMunlVJWaKe+ND8hDrT/pJd5UfcbGHXRGuqK2XikE3d/kK/8YQ/LppXymcsX0h21ppL52atH+fSvt/PnvW1Dzmmt2dbopr6sYMg5GHkMaHp5AXkWxeEOb8IeIJNpsUy4ZAFK44IzK2L3BwiEIuw/6aGhrpjaYiet7uEf8mYKdn1ZPpUux5AkhM6kza9Lp5ZyqN2L158+3T0QivC7bc1csrgm1i4inupiI+GhzTO8OG480sXyaaVZ134ThHSMigAppUqAtwO/iztWqJQqMn8HLgVSZtIJ44uNR7pYEfcAOqu+JGYBhSOaQ+1e5ic1Jlszq4Itx3u456k9dPn8fO09Szh/nmHpvnZwaILCM7uMCs///fLhIedePdjJnhO9vG916vpjRQ4rRU5rygy54bBbLcwoL+Bwuy/WB2h6+WAMyOxlE5+IsKvFjdcfYk61i2TKYj2Bghxo8xAMaxbXlVBT7KTT5x/iyounqbufYqeVknybIUDe1C44U2yXTitBa9gxjBX0570n6e4LpnS/gdEqAeDkMBZQ70CQXS1uzhX3mzAKZJOG/Svgr8ACpVSTUuoflVIfU0p9LG7YNcBzWuv4ao01wCtKqe3A34CntNbPjObihbce8wG0ZvZgAPqsqSUc7eyjdyBIY1cfgVCEuUkP5DWzygmEIvx6UyMfPG8mS+pLqC1xMruqkFcPdSSMbezqY1dLL7MrC9l4pCvWPdPkgZcOUVXk4D0r6lOuUSnFb29dy0fOn5Xz+5tdVcihdi/HuvoosOclVDeoLXZiy1MJqdiPbmrCbrWwfumUIXMVx/UEMhMQlkRdcFob3VbT0dTdH9t7lMoF1+ENoBSUR0VuWSwRIX0c6LldJ6l02WPCn4zpghsuPrX5WDcRTcK/vyCMlIw+Cq31jVmM+RlGunb8scPAspEuTDgz2XzUeADFfwNeEhcH8vmNAPa8JAFaPascpaC6yMFtl8yPHV87p5LfbGkiGI7E0pifiyYm3HvjCm588HX+++XD3Pe+swGjAdvLBzq487IFOKzpXUBmAkSuzK5y8dKBDupKfUwvL0iocZZnUdSV5sc2ow4EwzyxtZnLFtemdGnlWRTFTmu0plyAQnseMysKYxtcW90D1Jfmp1xHU/dgBl6ly0F3X4BQOII1+hkZqd/22OvyQjtTy/KHjQMdbPeyaEpxyrgZGBabkaGXXhg3Hu7Clqc4e3pZ2jGCkC2SxC/kxOuHO7HlKVbEPYCW1BUDhgAdiGbAJVtApQV2/v3yhdx7wwqKnIMlWM6bU0FfIJxg5Ty7q5WFtUUsqS/hfWums2HHidhD/79fPkyBPY/3r5kxJu9vTlUhgVCETUe7E+I/JtPLC2JreW73Sdz9Qf5+mGoApQV2uvsC7GrpZdGUYiwWRU2x6epKbWlorWnu7mdqmSFOlUUOtDZSs02MPUCJordsamnaTDitNYfavMMKs8WiqM6wF2jjkU6WTi0l3y7xH+HUEQEScuL1aAA6/gFU4XJQV+JkR3MvB056mVLiTBAZk4++fc4Q183b5lSglBHXAeOb/RtHu7h0sdFd80NrZ2JRiv959SjNPf08ub2FG86ZHsswG23MTDivP5SQgm0ytawg1pju0U2N1Jfms3ZOZdr5SgtsdPkC7DnRG7MUM7m6evqC+ALhmAuuMlphIX4vUEeKSuBLp5bQ1N2fsn3DyV4/vkA4ZawqnupiR1rXYF8gxI4mt6RfC6OGCJCQNV5/iJ3N7pQbEJdEExEOtHmYl5SAMBylBXYW1xXH4kB/3H0SreGyxTUATCnJZ/2yOh554zjfe34/AB9eN/PU30wazL1AANPjNqHGjpUX0OULsK/VwysHO7h+1dRhC56W5NvY0ezGFwjTELUUywvt2PMsaVOxzRTseAsIEguSdvoCQ/oPmSnxZrwpHrPG3Zyqoe8pnpoiZ1ph3Hysm1BES/xHGDVEgISs2Xysm3BEs2b20G/AZ9WXcKTDZ6RgZ/iWnczaOZVsPd5NXyDEs7tamVqWT8OU4tj5j5w/i75AmEc3N3HV0ikxy2AsKC+0UxJNHpiRwgIy2zJ8NyqG16XJKDMpLbDHKmIvjgqQUorqYkfaenCxFOxofMhMtY4XoA6Pf0hDt0XRz2xvirR2U4DmZoiNDVcNYePhLvIsipUzJP4jjA4iQELWbD3ejVIkxH9Mlkw1vn0HQpGcBei8uZUEw5oX97Xz6sFOLl9cmxD8X1xXwrq5hpvrlgtmn8I7yIxSKmYlpIoBmXuBntnVyrq5lRnFsCzqKrTlKeZVD1qGtcXpN6OaFtC0uCw4GNx8OhAM4/GHhsSAygrt1BY72XPCM2TOQ21eihzWIRW7k6kudtI7EKI/MLQawsYjnSypKx6T9urC5EQESMia7Y09zKt2pXwAxbdkjt+Emg3nzCzDlqf41rP7CIQjXLakdsiYu69ezLevX8biuuxbP4+U2VWuWMZbMvFxoetXpd6HFI+5GXVBbVFC4c6aEmfabLOm7n6KHFaK843PuchhxW61xCwgMyU71ebXRVOKUhYlPdTuY3a1K2Pn0po0m1EHgmG2N7rF/SaMKiJAQlZorXmzyR3bb5KMWZMMYG519jEggAK7lRXTyjjS4aPSZU+Z4ju7ysXfZXB3jRYfOX8WX7/2rCHVrcFIKnA5jA2ilzbUZJyrJJqevXhKonAa1RAGUnYhberup74sPyYWSimqXI5YO/BOb/pK4IumFHOwzTukntuhdm/G+A/EJ0gkiuPOZjeBcIRzZkoCgjB6iC0tZEVTdz+dvsCw9b8MceqJxVBy4by5FfztaBeXNNSk3afyVrGwtpiFtcUpzymlePfyOmZWFGRVisa0gBbXJ85XW+ykPximdyA05PNq6u6LJSCYVLjsMRdcuhbgAAunFBOKaA62eWPWotcf4oR7IKu9UelSxPdEmw+acSxBGA1EgISsMPeXLB9GgL6wvoFu39DOndnwzoU13PunAymLZJ5p3HPNWVmPrY8KSbJVV1My+KCPFyBzD9C5Sa6uStdgcoCZjp3KBdcwxbA+95zwxAToSLTHUVYWUFFqAdp7opcipzVm5QrCaCACJGTF9sYe7FbLkB4y8dSX5qfd2Z+Js6aWsPnzl1BWOPRb/Xhmzaxy/nz722P7i0xq4yyN+Lp5vf0hPP7QEAuo0mWPtfOOr4SdzMyKQhxWS0IcaDAFO7MFVJxvxWG1DNkLtK/Vw8LaoowxJEHIBYkBTXB+8foxbnjwr7HqziNle6ObJXXFKeMio8VEEx8wXHbJ4gODsZbWpFTspqQUbJMKl4NObwCtNR1ePwX2PArsQ78/WvOMLwnxqdiH2r3kWVSsmGqm9VYnpWJrrdl30jPslw9BGAkiQBOcx7c08frhLtbf9wp/2T+yRn+hcIQdzW7p/zKKpIu1DG5CTRSLSpeDUETj7g/SmaYBnsmi2mL2nPDEEhwOtXuZXl4wbO28hLUlbUZtcQ/gGQixIE1cTBBGigjQBMYfCrOruZerlk5hSomTf/ifv/GjFw+lzLwajgNtXvqD4WHjP0JuOG15lBbYhuwFSq6CYGImHHR4/XR4AyndbyaLphTR5QvE3GiH2nxZxX9MaoqdCU3p9kWtqYViAQmjjAjQBGZ3Sy+BcISrlk7h8Y+fx5VnTeEbz+zlm8/uy2kes1Do0jQp2MLISNWYrrm7n0K7IU7xDFZDCKRtAW5iVkTYfaKXcERzpMOXU3XwZBfc3mgGXHKPJ0E4VUSAJjDbosKxYnoZBXYrP7hxBefOLuelHF1x25vcFDutzMwihiBkT03x0Lprx7v6EvYAmcSX4+lIUQk7HjOFfM+JXpq6+wiEIzkJUE2xE18gHOuuuq/VQ31p/ojS6wVhOESAJjBbj/cwpcQZizcopZheXkD7MI3QUrG9sYdl00olA2qUSS7HEBs9LQAAGrtJREFU4/OHeO1QByumDd2IawpOW6+fLt/wFlBJgY360nz2nPAMZsBV5+KCS6zWva9VEhCEsUEEaAKztbGbFdMT3WZVRQ46fQEikeziQP2BMPtOeiT+MwbUlDjp8A625n56Zyt9gTDXpegvVFpgx6KMpnIRzZBCpMmYJXkOtRl7gGZX5mABxe0FCoYjHGr3igAJY4II0ASl3eOnsat/yLfpKpeDcETT3ZfdhtFdLW7CEZ22BI8wcmqLjdbcZmWDxzY3MrOigFUpqk3nWRTlhQ72ReMxqcrwxLNoSjGH273sPtFLRaE9pxT3arMeXK+fw+0+gmEtCQjCmCAbUScog/GfZAvIeLi0e/0ZH2Lx8yydNvZFQCcb8XuBgiHN64e7uOPS+WldnZUuO/ujAjScCw4MAYpo+OOekyzKMX063gVnLkUsIGEsEAtogrL1eDdWi4p14TQxy/FnGwfa3uSmvjSf6iIpwTLaxO8F+s2WJpSCa89OX3C10uXAE00MGC4JAQYz4TwDoZziPwAuh5UCex5tHj/7Wj1YLSonF54gZEtGAVJK/VQp1aaU2pnm/DuUUm6l1Lboz11x5y5XSu1TSh1USv37aC5cGJ5tjT001BUPKZgZv58kG4wEBLF+xoLaaF21E+4BHtvcxLq5lSlbQJjEi04mC2hGeQH50X/7XDLgwEhWMTP09rZ6mFPlSmglIQijRTZ/VT8DLs8w5mWt9fLoz90ASqk84IfAFUADcKNSquFUFitkRzii2d7Yw4oUiQO5WEBdvgDHu/ok/jNGlBfYseUpfrutheae/ozdVU3RybOojCnRFouKuc1yFSCA6iIHbb2GBbRwirjfhLEhowBprV8CukYw92rgoNb6sNY6ADwCXD2CeYQcOdDmwRcIs3z6UOFwOaw4bZasBMisgC0bUMcGi0VRXeRke2MPRQ4rlzYMbcQXjxmzqyi0Y8miZYXphhuJANUUOznU7qW5p1/iP8KYMVp29duUUtuVUk8rpRZHj9UDjXFjmqLHUqKUukUptUkptam9fWQ1ywSDrcejCQgp9pMopagqcmQlQFuP92BRsHSquODGCtMNd9WyOvLtw9dqM11w2SSPAKxfNoXLFtfEWkLkQk2xI9Z5VTLghLFiNLLgtgAztNZepdSVwG+BeUCqr2hpN59orR8EHgRYtWpVbsXKhAS2Hu+mrMDGjDSVC+K7aw7HtsYeFtQWU5iiBbcwOphtGTK53wAqo+7TTAkIJufNqeS8OZUjWpeZIAFIEVJhzDhlC0hr3au19kZ/3wDYlFKVGBbPtLihU4GWU72fkJmtx3tYMb1smHReBx2e4fcBRSKabce7ZQPqGHPB/EouXlTN2SncpclUFpoClJ0FdCqYe4GKnFbqpAmdMEacsgAppWpV9EmnlFodnbMTeAOYp5SapZSyAzcAT57q/YTh6R0IcrDdmzIBwaSqKLMFdKTTR+9AaNh5hFPnvedM58cfPCerMkeVRYblk60FdCrURK2tBTXShE4YOzL6VpRSvwLeAVQqpZqALwI2AK31/cB1wD8rpUJAP3CDNur9h5RSnwCeBfKAn2qtd43JuxBivNnoRmujAGk6qoocdPkCBMORtA3mYnGkLL6ZC28NlS4HlS5HrNjoWGJaQJKAIIwlGQVIa31jhvP3AfelObcB2DCypQkjYcvxbpQavnKBmYrd6Q3EguDJbGvspshhHVEGlTA22PIsvP4fF5GXRQbcqTKlxMnMigLePr9qzO8lTF4kujzB2HK8m/nVRRQ70+8TiS/tn06Ath43KmBnk+4rvHVYx7AlejxOWx4v3nnhW3IvYfIi25snEJGIZsuxbs5OUcwynkybUfsDYfa2SgVsQRDGFhGgCcShdi+9AyFWZhIg1/ACtKPZqIAt8R9BEMYSEaAJxOZj3QCZBci0gNJkwm09bswjFpAgCGOJCNAEYvOxbsoL7RlbZztteRQ5rWktoG2NPUwvL8h6x70gCMJIEAGaQGw+3s3Z07NrnT1cNYStx3vE+hEEYcwRAZogdPsCHG73ZUxAMKlMUw/uhLuf1t4Bif8IgjDmiABNELY2RuM/w2xAjaeqyEFHCgHaFt2AKhaQIAhjjQjQBGHzMaMDaratE6pcqS2gbY092PMsNNRJAUpBEMYWEaAJwuZj3SyuK85Y0t+kqsho7zwQDCcc33rc6KTqsGY3jyAIwkgRAZoABMMRtje6h63/lkyqvUChcIQdzW6J/wiC8JYgAjQB2HvCQ38wnHH/Tzyp9gLtbOnNeR5BEISRIgI0AdhyPLsNqPGkKsfz+uFOAM6dXTGKqxMEQUiNCNAEYPOxbqaUOKkrzb71silAHd5EAZpX7XpLGp4JgiCIAE0ANmdRgDSZ8kKjqZlpAYXCEd440iXWjyAIbxkTRoC01rS6B9KWlxnPnHD3D8lWM2l1D9Dc05/1/h8TW56F8kJ77PPa2dKLLxAWARIE4S1jAgkQXPDNF/jJK0dO91JGFX8ozCXfeYnLvvdSLEZjcqjdy7/8agsAq2eV5zx3/F4gc+6RzCMIgjASJkxDOotFMaXUSXNP/+leyqjS7vHj9YcIhCLc8ODr3LTm/7d37+FR1Xcex9/fTK7kQiA3SIAC4SIEoUWKWrXeWEHa6rarz2r7rG23XWu37Nrdtdaufdru4/Z51rZbrbtbfdS6ta3VXrat1Eu9gBRtQUXLtQmQgAgJMMPFXMn9u3+cM2GSzCQhZOacHL+v58mTmfObmfPJZMiX3zm/8/vN4Esr5/PYq2/zvXV7yU5P4zvXL2FRReIVUBMpyT89H9zmfceZU5rXd27IGGOSLTAFCKB8Yg4NASxAAPf89Xv509sn+cEf9vOz1w/S3atcvWgK/3ZtFaX58Vc1HU5JfhYHDrT2nf/56NKKsYxujDFDGrYAicgjwIeBsKouitP+CeDL7t0W4POqus1tewtoBnqAblVdNka54yovzOGPdceSuYuUC7sF6D1FE/jQ4qmsXjyV+zfU8VdLK1i1aOpZvXZxnnMOaEd9o53/Mcak3Eh6QD8E/hv4UYL2/cClqnpSRK4GHgTOj2m/XFVTUhUqJuVwtKmdrp5eMkLBOL0V7QFFD40tnTGJh24amzpekp9Fe1cv66rDAJw/ywqQMSZ1hv0rraobgRNDtP9RVU+6dzcD08Yo2xmrKMymV52RYUERbu5ABIrcYdNjKVrUfru9wc7/GGNSbqy7CZ8Bno25r8DzIvKGiNw8xvsaJHoh5kjOA23ed5xV926ksa0r2bHOSqS5g6LcTNKT0KMryXPOHR043sYFs230mzEmtcbsr5qIXI5TgL4cs/kiVV0KXA18QUQ+OMTzbxaRLSKyJRKJjCpDRbQANQ5fgF7eG6HmSDPP7jw8qn2lSqS5I2kzExTnn+5V2fkfY0yqjUkBEpHFwMPAtarad7GKqja438PAr4HliV5DVR9U1WWquqykpGRUOU73gIY/BFcXbgXgN1vrR7WvVIk0t1NaMLpRbsMpiSlsdv7HGJNqZ12ARGQG8Cvgb1R1T8z2XBHJj94GrgJ2nu3+hpKdEaIoN5NDJ4fvAdVFWgB4df8JDo+gx+SVSHNHv0IxliZNyCSUJnb+xxjjiWELkIg8DmwC5ovIIRH5jIjcIiK3uA/5GlAEfF9EtorIFnd7GfCKiGwDXgOeVtXfJeFn6Ke8cPhrgbp7ennreCsrq8pQhae2+fMwnKoSaelIWnFISxPmleXzFwvLkvL6xhgzlGGHYavqjcO0fxb4bJzt+4Alo482OhWFOX29m0QOnjxFV4+yYkEZhxvbeXJbPX/3wdkpSjhy77R10dWjlCaxd7J2zUWkiSTt9Y0xJpFgXCwTI9oDUtWEj6kLOwWqsjSPa5aUs7O+idrw0EXLC9FpcpJ5eCwjlEYozQqQMSb1AliAsmnt7KHxVOLh1dEeUmVxHh9ZUo4IrN3WkKqIIxZucgpQMntAxhjjlcAVoOhQ7KEmJa2LtFCcl8XECRmUFWTzgcoi1m6tH7LX5IVIizOazwYIGGOCKHgFaNLwQ7HrIq1UluT23b92SQVvHW9j+6HGpOc7E9EekBUgY0wQBa4AjWQ2hH2RFipL8/rur1w0hcxQGk9u9eYw3O2/3MYXfvrmoO2R5g5yMkLkZQVq0nJjjAECWICKcjPJSk9LeAjuRGsnJ9u6qCw5XYAm5mRw+TklrN1Wn3Dl0WTasDvC5rrjg7ZHh2CLjVIzxgRQ4AqQiFBRmJOwAPUNQIg5BAfwqQ/M4lhLJz/edCDpGWNFmjsIN3dwvLWTk62d/drCTR02AMEYE1iBK0Aw9MWofUOwY3pAABdWFnHJ3GK+v6GW5vbUTVC6q+H0eaeB1y8l8yJUY4zxWkALUHbiAhRpISs9rW+0XKwvrZzPybYufvDK/mRH7LOroanv9sBrkcJN7VaAjDGBFdAClEO4uYPO7t5BbXWRVmYV55IW5+LLxdMKWVU1hYdf3s+JAYfDYjW1d3Hvi3uoOdKU8DEjtauhkYrCHLLS0/oVoPauHprau+0QnDEmsAJZgCoKc9AEC9PVDRgBN9BtK+fR1tnN/Rtq47a/tDvMVd/dyL0v7uXeF/aeddZdDU0snjaR2SV5/Q7BHUvBLAjGGOOlwBYgGHwxantXDwdPtA06/xNrTmk+H1s6jUc3Heg3S3ZjWxe3/3Ibn/7f18nPTueKc0p5aXeY1o7uYfOsrznKyns2DnpsU3sXB463UVVewJzSPGpjClC4OToLQnKWYjDGGK8F8gKTRNcCHTjeRq8OHgE30K1XzuXJrfV8/KFXyQylcaSpncZTXaQJ/P1lldy6Yi5b336H9TVh1teE+ciS8iFf72evH2T30WZeqT3Gyqopfdur3fM/VeUT6e5VntreQHtXD9kZISLN1gMyxgRbIAvQlIlOr2FgD+j0EOzEPSCA6ZMncNtV83lm5xHK8rNYPmsyZQVZXDa/lEUVEwFYNnMyJflZPLvz8JAFqL2rh5f3HgNgfXW4XwHa1VeACmjt7EYV9kVaWVhe0NcDsgJkjAmqQBag7IwQJflZg3pA0SHYs4fpAQF87tJKPndpZcL2UJqwqmoKv3jjIG2d3UzIjP9Wbt53nLbOHsoKsli/O0xvr/YNgNjV0ERxXhalBdnMcc9L1UZaWFheQKS5AxHnwlpjjAmiQJ4DAucwXLweUEVhTsJicaZWnzuV9q5eXqqJJHzM+powORkh/mnFPCLNHeyoP33dz66GRqrKCwCYWZRLmpweih1p7qAoN5P0UGB/RcaYd7nA/nWrKMyOU4BaR9T7GanlsyZTnJfJMzvjr6iqqqyrDnPx3GKuqppCmsC6mjDgHJrbG25hUYVTgLIzQkyfPKGvlxZpbqfEBiAYYwIswAWo/8J0quoMwR7m/M+ZCKUJK6umsL46zKnOwXPI1Rxppv6dU1x5TimTczNZOmMS62uOArDnaDM9vUpV+cS+x8+JGYodabZZEIwxwRbYAlRemEN7Vy8n25xpdY40tdPW2TPkNUCjsfrcqZzq6uH3e8KD2ta7vZ0rzil1vi8oZWd9E0ca2/sNQIiaU5rHvmOt9PQq4eYOSvKsABljgivQBQhg95FmHn55H9fdvwmARTF/8MfC+bMmMzk3k6d3HBnU9mL1URZPm0hpgXMo7cpzygDnYtZdDY3kZ6UzfdKEvsdXluTR2d3L2yfaONbSQWmBFSBjTHANW4BE5BERCYvIzgTtIiL3iUitiGwXkaUxbatEZLfbdsdYBh9O9GLUTzy8mX9/upqKwhwevmkZ75sxaUz3kx5KY2VVGeuqj/ZbyuFYSwdbD77TV3QA5pXlUVGYw7rqMDvrm1hQXtBvSqBo7+yNAyfp6lHrARljAm0kPaAfAquGaL8amOt+3QzcDyAiIeB/3PaFwI0isvBswp6J2SW5LJhawEeWlLN2zUX8/JYLWbGwbPgnjsLqc6fS1tnDd1/YQ0+vc87ppZowqnDlgtK+x4kIVy4o5ZXaCDVHmlgUc/4HnHNAAJvctYGsB2SMCbJhxyOr6kYRmTnEQ64FfqTO2f7NIlIoIlOBmUCtqu4DEJEn3Mf++WxDj8SEzHSevfWSVOyKiyqLue68aTy4cR87DjXyvRvey7rqMFMKsvud4wHnfNCP3DWHBrZNnJBBcV4Wm+qcC1etB2SMCbKxOAdUARyMuX/I3ZZoe1wicrOIbBGRLZFI4utq/CgtTfjO9Uv49nWL+dPBk6y+72V+vyfCFQtKB61mesHsInIyQgBUVQw+HzWnNJcGdxJVGwVnjAmysShA8daL1iG2x6WqD6rqMlVdVlJSMgaxUu/6ZdP57ZqLmTQhk1NdPayIOfwWlZ0R4uK5xWSlp8UdEj4nZpRedPCCMcYE0VhMCXAImB5zfxrQAGQm2B5oc8vyWbvmYl7df5xL58UvpHeuXsDHz59BRpxZDqJFKScjRG5mKKlZjTHGS2PRA1oL3OSOhrsAaFTVw8DrwFwRmSUimcAN7mMDLyczxGXzBx9+i5pZnMvl8wf3juB0D6i0ICvh840xJgiG7QGJyOPAZUCxiBwCvg5kAKjqA8AzwGqgFmgDPu22dYvIGuA5IAQ8oqq7kvAzBEq0ANkABGNM0I1kFNyNw7Qr8IUEbc/gFCgzQlMKssnNDNkABGNM4AVyOYbxTET46ocXMrNo7CZNNcYYP7IC5EM3Lp/hdQRjjEm6wM4FZ4wxxt+sABljjPGEFSBjjDGesAJkjDHGE1aAjDHGeMIKkDHGGE9YATLGGOMJK0DGGGM8Ic5MOv4iIhHgwCifXgwcG8M4Y8WvucC/2fyaC/ybza+5wL/Z/JoLzizbe1R1XK1l48sCdDZEZIuqLvM6x0B+zQX+zebXXODfbH7NBf7N5tdc4O9sY8EOwRljjPGEFSBjjDGeCGIBetDrAAn4NRf4N5tfc4F/s/k1F/g3m19zgb+znbXAnQMyxhgzPgSxB2SMMWYcCEwBEpF/EJHdIrJLRL4Vs/0rIlLrtq30INc3RKReRLa6X6v9ks3NcJuIqIgU+yWXiNwlItvd9+t5ESn3QzYR+baI1LjZfi0ihX7I5e7/evez3ysiywa0eZ1tlbvvWhG5I9X7H5DlEREJi8jOmG2TReQFEdnrfp/kQa7pIvKSiFS7v8db/ZItqVR13H8BlwMvAlnu/VL3+0JgG5AFzALqgFCKs30DuC3Odj9kmw48h3PNVbGPchXE3P5H4AE/ZAOuAtLd23cDd/shl5thATAf2AAs88vnDAi5+5wNZLpZFqbyvRmQ54PAUmBnzLZvAXe4t++I/l5TnGsqsNS9nQ/scX93nmdL5ldQekCfB/5DVTsAVDXsbr8WeEJVO1R1P1ALLPco40B+yHYPcDsQeyLQ81yq2hRzNzcmn6fZVPV5Ve12724Gpvkhl5utWlV3x2nyOttyoFZV96lqJ/CEm8kTqroRODFg87XAo+7tR4G/TGkoQFUPq+qb7u1moBqo8EO2ZApKAZoHXCIir4rI70Xk/e72CuBgzOMOudtSbY172OaRmC60p9lE5BqgXlW3DWjyxXsmIt8UkYPAJ4Cv+Smb62+BZ93bfso1kNfZvN7/SJSp6mFwCgFQ6mUYEZkJvA94FZ9lG2vpXgcYKRF5EZgSp+lOnJ9jEnAB8H7g5yIyG5A4jx/zYX/DZLsfuMvd713Af+L88Up6tmFy/SvOIaVBT0t2Lhg6m6o+qap3AneKyFeANcDXU5FtuFzuY+4EuoHHok9Ldq6RZov3tDjbUjn01ev9jysikgf8H/BFVW0Siff2Bce4KUCquiJRm4h8HviVOgdKXxORXpw5lA7hnOeImgY0pDLbgJwPAU+5d5OeLVEuETkX53zANvcDPg14U0SWpyLXUNni+CnwNE4B8uw9ixKRTwIfBq50P2+kItdIsiWQkmw+3v9IHBWRqap6WESmAuFhn5EEIpKBU3weU9Vf+SlbsgTlENxvgCsARGQezsnOY8Ba4AYRyRKRWcBc4LVUBnM/NFEfBaKjbzzLpqo7VLVUVWeq6kycPxJLVfWIl7miRGRuzN1rgBr3tqfZRGQV8GXgGlVti2ny/D0bgtfZXgfmisgsEckEbnAz+cla4JPu7U8CiXqTSSPO/wR/AFSr6nf9lC2pvB4FMRZfOAXnJzh/3N8ErohpuxNnFM5u4GoPsv0Y2AFsx/kwTfVLtpgcb+GOgvNDLpz/Be5037PfAhV+yIZzAv8gsNX9esAPudz9fxTnPxIdwFHgOR9lW40zqqsO53BhSvc/IMvjwGGgy32/PgMUAeuAve73yR7kuhjn0OT2mM/Xaj9kS+aXzYRgjDHGE0E5BGeMMWacsQJkjDHGE1aAjDHGeMIKkDHGGE9YATLGGOMJK0BmXBORopiZxo/EzDzeIiLfT8L+bhGRm87wORsGzlBtjBlHMyEYE4+qHgfeC87SF0CLqn4nift7IFmvbcy7jfWATCCJyGUi8pR7+xsi8qi7ttBbIvIxEfmWiOwQkd+5U6AgIue5k9m+ISLPDZjFgpjXus29vUFE7haR10Rkj4hc4m7PEZEn3AlofwbkxDz/KhHZJCJvisgvRCRPRN7jrvdSLCJpIvKyiMSbp8+YQLECZN4tKoEP4Uxv/xPgJVU9FzgFfMgtQv8FXKeq5wGPAN8cweumq+py4Is489WBszxIm6oudl/jPABxFv37KrBCVZcCW4B/VtUDOOsLPQD8C/BnVX1+DH5mY3zNDsGZd4tnVbVLRHbgLJL2O3f7DmAmzmJui4AX3AlaQzhTtgwnOmnkG+7rgLPo2X0AqrpdRLa72y/AWWTsD+4+MoFN7uMeFpHrgVtwDykaE3RWgMy7RXSxwl4R6dLTc1D14vw7EGCXql44mtcFeuj/7yneHFcCvKCqNw5qEJnA6QXu8oDmM8xhzLhjh+CMcewGSkTkQnCmxheRqlG+1kachfQQkUXAYnf7ZuAiEZnjtk1wZ28H5xDcYziL7z00yv0aM65YATIGUGe56OuAu0VkG85sxB8Y5cvdD+S5h95ux13+QFUjwKeAx922zcA5InIpzkKKd6vqY0CniHz6bH4eY8YDmw3bGGOMJ6wHZIwxxhNWgIwxxnjCCpAxxhhPWAEyxhjjCStAxhhjPGEFyBhjjCesABljjPGEFSBjjDGe+H9LGSJEFSPlfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mY1UU1bbz8OuHef/f1zArPMDokIQb+snfT1HZ3Mkr965gZcrgyxwlRwby1mcV/M/7J1mfEU2Qr4yaTKaJKJxIAMr7Pa5wPDfQJUqpI0qpvyulnDuUjvRaIS5o87EqEmb4ozU89KfP6LGct06lEBe073Q9f9xbyj+vTGbV3Mghu/LMJsVjmxZQ3dLNr7YWTHGUnmciktRg/ycHbvd7CEjUWi8Gfg38dRTX2k9U6j6lVI5SKscd1sgSE+/U2RZqWrvOe762tZv9xQ3ctGwmP71pEUfKm/jJB6cMiFC4q84eK9/+y1FmhwfwyJVpw56/dHYYt2TN4ve7ismvbp2CCD3XRCSpCmBWv8czgcr+J2itW7TWbY6fNwPeSqnIkVzb7x7Paa2ztNZZUVFRExC2cCenzrZww1O7uffFHLQ+93PMP06cxabhmoVxXL0wjnsuSeSFXcVsOVltULTC3fx8Sx4l9R088aWFBPiMrPvuW1elE+jrxaPvHD/vPSkmzkQkqQNAqlIqWSnlA9wKvNv/BKVUrHK0nZVS2Y7XrR/JtUJ09lj5t1c/w2rTHK1oZndh/TnHNx+rYk5UIGkxQQB899p5LEgI4ZE3jlDX1m1EyMKNHC5v4oVdxdy+YjYrU0a+QHhEkC/fvDKdvacb+PhUzSRG6NnGnaS01hbgIeAfQC7wutb6hFLqAaXUA47TbgKOK6WOAL8CbtV2g1473pjE9PKj909SUNPGs3cuIzrYl99uL+w7Vt/Wzd7T9Vy7MK5vDMHXy8wTNy6iubOXf5w4a1TYwk08s72I8EAf/vPqjFFfe+vyWUQF+/Kn/WWTEJmACZon5ejC2zzguWf6/fwU8NRIrxXC6e/Hqnh1Xxn3r53DxswYTte18fjmU3xW1shFs8P48GQ1Ng1XL4g757r58SHMDPNna24Nd6xINCh64ep6LDZ2FdZxw5J4gv28R329l9nEl5bO5Hc7T1PT0kV0iN8kROnZZFkk4bIqGjv49l+OsnhmKN+4PB2A21ckEurvzW+3FwH2rr6kiADmxQWfc61Sio3zYthdWEfngImYQjjllDTQ1m1hfXr0mO9xy/JZWG2aNw9VTGBkwkmSlHBZ3//rcWwafn3bUny87G/VIF8v7lmZxJaT1ewvbmBPUT3X9Ovq62/jvBi6HZ+UhRjMtrwafMwmVs2NGPM9kiMDyU4O542cCimgmASSpIRLOlHZzLa8Wv51XQqzI86dmPvPK5Pw9zbz4CsHsdo01yyMG/Qe2cnhBPt6sTVXqvzE4D4+VcOKOeEjrugbyi1Zsyiua2d/ccMERSacJEkJl/TsJ6cJ8vXizovPH08KC/ThtuzZ1LX1MCvcn/nxIYPew8fLxKVpUWw9VYPNJp9wxbnK6jsoqm0fV1ef0zUL4wj29eLPB8qHP1mMiiQp4XLK6jt472glt6+YTaj/4IPZ/3JpMr5eJm5YHH/BRT4vmxdNbWs3x840T1a4wt10NcP+39H67rf4jfcvuf3o3fDClZDzB+jpHNMt/X3MXL8kns3Hq2jp6p3YeD2cJCnhcn638zRmk+L/WZU85Dlxof5s/cZa/v2y1Avea316NCaFdPkJu+52+MP1sPkR5pW+TLa5ED8fP2iugPf+A55Mg799HWpGv2LJLVmz6Oq18e7hQdcjEGMkSUq4lLq2bl7PKefGi2YSG3rhct6ZYQH4epkveE5YoA/LEsP4KFcmW3o8Sy+8fiecPULPNb9ioeUlfrvsPbh3C3ztGNz+OsxeCYdehN9eAm9+BeqLRnz7RTNDyYgN5vUc6fKbSJKkhEt5cU8JPVYb962dM2H3vGxeDCerWqhssnfl9Fpt/GJLPv/19jGpxvIUWsM7D0LRx3D5j9gdcjXtFvPn41EmE6RdCXf8Gb52FJbeDSffgaey4a9fhabhE49SiluXz+JoRTNf/O1uXj9QTkePZZJ/selPkpQwTEtXL28erGBPUR3VLV20dVt46dNSrsiMISUqaMJeZ+M8+x+iradqqGjs4Nbn9vK/Wwt4ZV8ZOaWNE/Y6woVt+QEcex0ufhBW/Tvb8mrw9zaTnRx+/rmhM+GG/4V/y4GFN8GRP8GvLrInq8bSC77MnRcn8v3rMmnp7OVbfznKih9v5ecf5smHoXFQ7vgfLysrS+fk5BgdhhinH713khd2Ffc99jGb6LHaePvBlVw0O2zCXkdrzbr/bzteJkVtazc2DY9en8mP38/lkjkRPHPXsgl7LeGCTr0Hr90BC74EX3oBDaz56TYyYoN5/p7lw19fmw87fgrH3wJlsieuDd+zJ7MhaK3JKW3kqY8L+SS/lt3f2UCCC2w3r5Q6qLXOMjqO0ZDduoQh2rstvH6gnCvnx3DXxUmcrmvjdG074YE+E5qgwN4Nc1lGDL/fXczimaH86raLSIwIpLiunWc/KaK8oUM2SZzO9jwFgdGw6WlQiqKaVioaO3lgbcrIro9Kgy89D+v+Ez75KRx9A3L/Bhu+Dyvuh0GqS5VSLE8K55Er0vkkv5aDpY0ukaTckXT3CUO89dkZWrst3L82hdWpkdx9SRI/vGH+sNV6Y/XQhrn89EuLeOOBlSRGBAJwzyVJmJTi/3aXTMprChdQdQzKPrWPMXn70tFj4Ym/2yv31qWPcsufiBS48Vn4190QnQkffBuevxyqc4e8JCMuGD9vE4ekW3nMJEmJKae15g+7i1k0M5SLZs2YktcMD/Thn5bP6lteCSA21I9rF8Xxek45rTK3ZXra+xsweUP2/VS3dHHLs3vZeqqGH1yfycywMbaeozPgKx/C1T+F2lx4dg0c+8ugp3qbTSyeOYPPyiRJjZUkKTHldhXWUVTbzpdXJl1wIu5U+MrqZNq6LbJSwHTUXgcn3obMGzje4sump3ZTVNvG7+7K4p8vMAdvRJSyd/V9dT9EZcDb90PBlkFPXZoYxonKFrp6ZaHjsZAkJabcH3aXEBnkw7WLBl9zbyotmjmD5Ulh/GFPCVZZOml6OfA8WLo4nfpl/unZT1EK3nxgJRszYybuNUIT4K63YcYseP0eKNt73inLZodhcWzYKUZPkpSYUiV17XycV8PtKxKHnYg7Vb6yOpmKxk4+lA0Spw9LLxz8AyQs5/HD/nibTfz1q6vIHGKdx3EJioK73wG/UHj1Fqg+ec7hi2bbu7QPSZffmEiSElPqpU9LMSvFnStmGx1Kn8szY5kV7s8f9154DoxwIyfehtYqylLv4qPcGu5dnUzMZG5IOGO2vUWFgpdvhLbavkMRQb4kRQRwUIonxkSSlJgybd0W3sgp59pFcS61g6nZpLhhcTz7ihto7pQCimlh/3MQHM+PSjII9ffmnlVJk/+a0Rlw22vQWg1bHj3n0NLEMD4ra5RJvWMgSUpMmQ9PnKW128Jdg2y/YbQNGTFYbZod+bXDnyxc29kTcOYA1am3sOVUHfeuTiZkDFvDj0nixbD0LvsqFRWfLziwdHYYdW09lDeMbZV1TyZJSkyZj3KriQ72ZekET9adCEtmzSA80IePT8lCtG4v968A/LwmixA/r6lpRfV32aP28anN37KvGQgsS7S/5w+WyaaIoyVJSkyJbouVT/JquWxeDCaTsWXngzGbFOvSo9iWVyNVfu4ufwtdM9L4c6Hi3jVzpq4V5RQYCeu+A5UH4bOXAUiLCSbI14tDpU1TG8s0MCFJSil1lVIqTylVqJT6ziDH71BKHXV87VFKLe53rEQpdUwpdVgpJQvyTVOfFtXT3mPlioks/51gl2XE0NTRK1VY7qy1BqoOs922mBA/L7481a0op+z77KtSbH0MulowmxSLZ4XKe2sMxp2klFJm4DfA1UAmcJtSKnPAacXAWq31IuBHwHMDjq/XWi9xt4UPxch9lFuNv7eZS1IijA5lSGvSIvEyKbbK3lPuK+99QPO72nl8ZbUBrSgnkxmu/hm018D2xwH7fKncqhbau2X7jtGYiJZUNlCotT6tte4BXgM29T9Ba71Ha+38CLEXGHr5YDHtaK356GQNl6ZF4uftGnOjBhPi5012cjgfn5JdfN1W3ge0e83gMGnctmKWsbEkr4Z5m2D/89BcwUWJYdg0HKmQLr/RmIgklQD0X1OmwvHcUL4C/L3fYw18qJQ6qJS6b6iLlFL3KaVylFI5tbVSgeVOjp9p4WxLF5dnxhodyrA2ZESTX91GeUOH0aGI0ertRpfsZJdtISvnRhMd7ALTHNZ/F2y9sPe3LJ1lL574rEyS1GhMRJIabBR80JFnpdR67Enq2/2eXqW1Xoq9u/CrSqlLB7tWa/2c1jpLa50VFTXK1YuFobacPItJ2ROAq7tsnn3MTKr83NDpbajedt7tWsIXllzoc/IUis6AlI1w6GVCzT3MjQ6SSb2jNBFJqgLo366eCVQOPEkptQh4Htikta53Pq+1rnR8rwHext59KKaRLbk1ZCWGEx7oY3Qow0qODGROZCBbJUm5n7zN9OLNLtMyrpjvQgU6Kx+C7mY49AdWJIfzaVE9zR0yaXykJiJJHQBSlVLJSikf4Fbg3f4nKKVmA28Bd2mt8/s9H6iUCnb+DFwBHJ+AmISLKG/oILeqhY2Zrt+KctqQEc3eonoZ4HYnWqMLtnCIdFZnJhJsVMHEYOasg+j5sO9Z7sieRWevlVf2yxJcIzXuJKW1tgAPAf8AcoHXtdYnlFIPKKUecJz2KBAB/HZAqXkMsEspdQTYD7yvtf5gvDEJ17E1116E4A7jUU4b5kXTY7Wxq7DO6FDESJ09hmqt5IPei9i0ON7oaM6lFFz8r9BUSmbTdlbPjeTFPSX0WGxGR+YWJmSelNZ6s9Y6TWudorX+seO5Z7TWzzh+vldrHeYoM+8rNXdUBC52fM13Xiumj49ya0iJCiQ5MtDoUEZseVI4wX5efQlWuIHcvwGwx/ti1qW7YKt90S0QFAOf/oZ71yRT3dLN346cNyoiBiErTohJ09zRy97T9RO7f88U8DabuDQ1iu15tbIgqJuw5n9Ivp7J0kWLz9l92WV4+UDWV6BiP2sDSkiLCeJ3O0/L+2sEXPD/ppgu3jxUgcWmucHVul9GYF16FDWt3ZyobDE6FDGc9jpMZ4+wzbqITUtc+L2W/S/gHYDa82vuXT2HU2db2V1YP/x1Hk6SlJgUWmte2VvK0tkzmB8fanQ4o+bsMtomVX6ur2gbCs0Jv+VkJ4UbHc3QAsJhwU2Q93c2zTUTGeTL73aeNjoqlydJSkyKPUX1nK5r504X3JZjJKKCfVk0M5RteZKkXF1n/sd0am8SFl/mkosXnyP7X8DWi+/Rl7nnkkQ+ya8lv7rV6KhcmiQpMSn++GkpYQHeXLMwzuhQxmx9ejSflTfR0N5jdCjiAnqLdvKZLZVNy5ONDmV4cYsg7iL47GXuXDEbP28Tv99VbHRULk2SlJhwZ5u72JJbzT8tn+XSa/UNZ31GNFojGyG6sqZyQjrLKQxYQkZsiNHRjMzSu6GplLCqHVy3KJ73j1bR1Ws1OiqXJUlKTLg/7S/DpjV3ZLtnV5/TooRQIgJ9pMvPhdUdsS8DGjz/CoMjGYXFt4JPEOT8H9cvjqe12yIfhC5AkpSYUL1WG3/aX8batChmRwQYHc64mEyKtelRfJJfKxshuqi6ox/Sov25+FI3SlI+AbDgS1DwIStjrIQFePO3o1VGR+WyJEmJCbXlZDU1rd3c5aYFEwNtyIimqaOXw+WyKKir0TYbEfUHKfKbT9wM95ksDsDye8HWi/fhl7h6YRxbc6vp7JEuv8FIkhIT6uW9pSTM8HfNWf9jsCY1CrNJse2UdMe4mhPHDxFFA6Y564wOZfT6FVBctzCWjh6rrLw/BElSYsLUt3Wzp6iem7NmYnb1UuARCvX3ZllimPwBcUGl++zrWKdccoPBkYyRo4Bihe0zooJ9ZZmkIUiSEhPm09P22fOXpk2v/b7Wp0dzsqqFs81dRociHHqtNgLO7KbFFEbQrEVGhzM2jgIK88H/49qFcWzLq6G1S7bwGEiSlJgwuwvrCfb1YlGC+60wcSHOzRq3S5Wfy9iRV81ifYrO+Gz7KuPuqK+AYgtfmOtFt8XGR7Ko8XkkSYkJs7uwjhVzIvAyT6+3VVpMEAkz/KXLz4Xk7N1OuGojYuHlRocyPqjzsa4AACAASURBVMvtK1Asqv4r8aF+vHdEqvwGml5/TYRhyhs6KGvoYNXcCKNDmXBKKdalR7GrsI5ui1RgGa2r14pPyTYAvNLcPEnFLYT4pZgOv8y1C2PZUVAru/YOIElKTIg9RfYNAlfNjTQ4ksmxISOajh4r+4sbjA7F4+0rbiBLH6czMAHCkowOZ/yW3gPNZdwWkUevVfOPE2eNjsilSJISE2J3YT1Rwb6kRgcZHcqkWJkSia+XSbr8XMAnJ8+w1FSId/Jqo0OZGItuAZ9gkotfZ1a4vySpASRJiXHTWrOnqI5VKREodx3EHoa/j5lLUiJk6w6Daa2pPbmDQNWN19x1RoczMXz8YeFNqIIt3JBsYndRnazl148kKTFuedWt1LX1sHKadvU5bciIpqS+g9O1bUaH4rGKattJb8+xP0jZaGwwE2n5vaAt3Kw+oqvX1jedQ0iSEhPAubvodB2PclrvWEVDuvyMs+1UDZeYTtITng7B02NVEwBiF0BCFrPL3ibAW/FxrrzHnCYkSSmlrlJK5SmlCpVS3xnkuFJK/cpx/KhSaulIrxWub09hHUkRASTM8Dc6lEk1KzyAtJggWRXdQLtPlrLQfBqflDVGhzLxln4ZU0sF98cX8fGpGrSWRY1hApKUUsoM/Aa4GsgEblNKZQ447Wog1fF1H/D0KK4VLqzXamPv6fpp34pyWp8Rzf7iBlkZwACtXb14l+/CByvMWW90OBNv0c3gG8pNtn9wpqmTghrpVoaJaUllA4Va69Na6x7gNWDTgHM2AS9pu73ADKVU3AivFS7saEUT7T1Wj0lSG9Kj6bVqdhXUGR2Kx9lVUMdKdRSb8oI5a40OZ+J5+8Gim4mv3U0cdWyVLj9gYpJUAlDe73GF47mRnDOSa4UL211Yj1JwyZzpN4l3MMsSwwjx85JxKQN8fKqGlV6nUHGLwDfY6HAmR/Z9KGx8LXSHVJI6TESSGqzmeGBn6lDnjORa+w2Uuk8plaOUyqmtlW0TXMXuwjoy40IIC/QxOpQp4WU2cWlaFNvyarHJRohTxmbTHMotIpUyVPI0HI9yikqHxFVca9vG4TJZfQImJklVALP6PZ4JDFxzfqhzRnItAFrr57TWWVrrrKio6bXKtrtq77ZwqKyR1R7S1ee0ISOaurZujlc2Gx2Kxzhe2cz8rhz7H6w5G4wOZ3Jl3UtQbz1XsZdPCuQD+UQkqQNAqlIqWSnlA9wKvDvgnHeBux1VfhcDzVrrqhFeK1zU3tP19Fr1tNuaYzjO33dXoYxLTZWPT9Wwxnwc7eUHsy8xOpzJNX8TOiiWe3y28rGsij7+JKW1tgAPAf8AcoHXtdYnlFIPKKUecJy2GTgNFAK/Ax680LXjjUlMjZ0Fdfh5m8hKCjM6lCkVGeRLekwwnxbJhMup8kl+Lau981Azl4O3r9HhTC6TGbXkDpZxivJTh7B6eLey10TcRGu9GXsi6v/cM/1+1sBXR3qtcA878mu5eE4Evl5mo0OZcpekRPDagTJ6LDZ8vGRO/GRq6eqltryAON+zkPwVo8OZGsu/gm3XL/mC5X0Ol3+RZYnhRkdkGPnXJcakvKGD03XtrEn1rK4+p0tSIujqtXG4vMnoUKa9vUX1rFFH7A9Spvl4lFNoApa5G9lk3sPuk+XDnz+NSZISY+Icj1mb5llFE04XJ0egFNLlNwV2F9ZxqddJtN8MiF86/AXThM+KfyFEdeKX+7rRoRhKkpQYk50FtcSF+pESNT235hhOaIA38+ND+vbREpNnd0ENq80nUYkrweRBf7LmbqTJJ47spg88elV0D/o/LiaKxWpjV0Eda1Ijp+3WHCOxMiWSz8qaPPoPyGSrau4ksP4owboF5rr5LryjpRSNc29kiamQ3CP7jI7GMJKkxKgdPdNMS5fFY8ejnC6ZE0GP1cbB0kajQ5m2dhXUsdF0yP4g/RpjgzFA1Np7sWqw5bxodCiGkSQlRm1nfh1K4XGTeAdanhyO2aRkXGoS7S6s4zLvY+jo+RASa3Q4Uy4oZg7HfBaTUv0BWDxz9QlJUmLUdhbUsigh1GOWQhpKkK8Xi2aGyrjUJNFaczz/NBkUozylqm8QJbNvZIZuovvk+0aHYghJUmJUWrp6+ay8yeO7+pxWpkRwtKKZtm6L0aFMO/nVbSzu2ocJDWlXGR2OYWYs/RINOoj2vf9ndCiGkCQlRmVPYT1Wm+cthTSUS+ZEYrFpDpQ0GB3KtLOrsI715sPYfEIgcZovhXQBWXPj2GxbQWjlTmj1vGWSJEmJUdlZUEugj5mLZs8wOhSXsCwxDB+zScalJsGeghpWm09gSl4DJs9b1cQpyNeLQxE3YMYKn71sdDhTTpKUGJX9xQ0sTw7H2yxvHQB/R8KWJDWxeq02Oor3MoM2SPWw0vNBRKdfzEnbbGyHXwUP21Ze/tKIEWvq6KGgpo2sRM9aUHY4l6REcLyyWfb+mUCHy5tYbT1g31wu7WqjwzHcJSkRvGFdi6mhEMo8a86UJCkxYofK7POBPHmxy8GsmhuJ1vDpaanymyi7CupYYz6GNcozS88HykoM4219KXnh6+3bzHsQSVJixHJKGvEyKZbMkvGo/pbMmkGgj5mdBZKkJsrRvELmm0rxSr3M6FBcQqCvF8kzE/iu97cgfonR4UwpSVJixHJKG5kfH4K/j+cOYg/G22zi4jkRsgniBGnt6iX67DbMaEj13NLzgS6ZE8GR8iY6ejxruoMkKTEiPRYbR8qbpKtvCGtSIymt76C8ocPoUNze/uIG1qrP6PUJgcSLjQ7HZVw8JwKLTZNT4lnLcEmSEiNyorKZbovN43bhHanVjsnN0uU3fnvyq1hjOo4pZYNHl54PlJUUxo+/uICM2GCjQ5lSkqTEiDgXUZXKvsGlRAUSF+rHrsJao0Nxe115HxGsOjHPu97oUFxKgI8Xd6xIJDpECieEOM/B0kZmhft73D+QkVJKsXpuJLsdK3KIsalp6WJBy04syhvSrzQ6HOECJEmJYWmtySltJEvGoy5odWokzZ29HD/TbHQobmtXQS3rzEfojFsBvp7VrSUGJ0lKDKu8oZPa1m6WSVffBa1ybF0iVX5jV3p8J3GqkcBFNxgdinAR40pSSqlwpdQWpVSB4/t5f8WUUrOUUtuUUrlKqRNKqf/od+yHSqkzSqnDjq9J3dXsaEUTfzlYMZkvMS3llNoXT5UkdWGRQb5kxoWwI1/GpcZCa01EyQfYAFPmJqPDES5ivC2p7wBbtdapwFbH44EswDe01vOAi4GvKqUy+x3/hdZ6ieNr8zjjuaC/HKzge389TrdFtvsejZzSRoJ9vUiLke6X4axJjeRQWSPtsnXHqBXVtnGxNYfGUFllQnxuvElqE+Dc1/hF4AsDT9BaV2mtDzl+bgVygYRxvu6YrEmNorPXykEPm2cwXgdLGrkoMQyzSRkdistbnRpJr1Wzv1i27hitw4cPkWY6g9c8z9smXgxtvEkqRmtdBfZkBERf6GSlVBJwEdB/hcSHlFJHlVK/H6y7sN+19ymlcpRSObW1Y+tOuSQlAm+zYofMZRmx5s5e8mtapfR8hJYnhePjZZL5UmNx8l0AQpfeZHAgwpUMm6SUUh8ppY4P8jWqTmOlVBDwF+BrWusWx9NPAynAEqAKeHKo67XWz2mts7TWWVFRY9twL9DXi6Wzw9hZIGMGI3WorBGtZX7USPl5m8lOCpf5UqNksdqY07iTOp8EiM4wOhzhQoZNUlrrjVrrBYN8vQNUK6XiABzfawa7h1LKG3uCekVr/Va/e1drra1aaxvwOyB7In6pC7k0LYoTlS3UtXVP9ktNC3tP12M2KRbLorIjti49ivzqNopq24wOxW0cLyhmEfm0zJIFZcW5xtvd9y5wj+Pne4B3Bp6glFLAC0Cu1vrnA47F9Xv4ReD4OOMZ1ppUR5mwdMcMy2rTvPNZJWvTogj09TI6HLexaUkCXibFnw+UGx2K22g+9Be8lCZyuXT1iXONN0k9AVyulCoALnc8RikVr5RyVuqtAu4CNgxSav5TpdQxpdRRYD3w9XHGM6wF8aGEBXizQ7r8hrWzoJazLV3cvGym0aG4lahgXzbOi+EvByvosdiMDsctXJqdRXvaFwlJW2N0KMLFjOvjsda6Hjivfa61rgSucfy8Cxi0LExrfdd4Xn8sTCbF6tQodhbUobXG3tATg3njYAVhAd5cNi/G6FDczi3Zs/jgxFm2nKzm2kVxw1/g4dTcDQTO3WB0GMIFeeSKE2tSI6lt7SavutXoUFxWU0cPW05Us2lJAj5eHvk2GZdLU6NImOHPawfKjA5FCLfmkX99LnVsqyArAwzt3SOV9Fht3JwlXX1jYTYpbs6ayc6COtljSohx8MgkFRvqR1pMkMxluYA3cirIjAthfnyo0aG4rX/KmoVJIQUUQoyDRyYpsK8+sa+4ga5eWSJpoFNnWzh2pllaUeMUP8OftWlRvHGwHItVCiiEGAsPTlKR9Fhs7JPla87zRk4F3mbFpiWGrF41rdyaPZvqlm625UnXshBj4bFJakVyhH35GhmXOkev1cZfPzvDxnkxhAf6GB2O29uQEU1UsC+v7ZcCCiHGwmOTlL+PmazEMPYW1xsdikv5v93F1Lf3SFffBPE2m7h2YRy7i+pkx95+Wrt62Xe6ns4e6W4XF+axSQpgQUIo+dVtMl6AfS+fn3+Yx+ObT7FxXgxr0y64VrAYhUUzQ+nqtckySf3klDZyy3N7OVLRZHQowsV5dJLKiA2mx2KjpL7d6FAMZbHa+O7bx/jVx4XckjWLZ+5cKttyTKCFCfYKyWMVsq2803HHf4v58SEGRyJcnYcnKfs/kNwqz53Ua7Ha+NdXDvGn/eX824a5PPGlhXiZPfptMeHmRAUR4GPm2BlJUk7HzjQzJzKQYD9vo0MRLs6j/xqlRAfiZVKcOtsy/MnT1L7iBracrObbV2XwjSvSZZmoSWA2KTLjQjguSarP8TPNLEiQOXhieB6dpHy9zKREBXHKg1tSxXX2rs4vXBRvcCTT24KEUE5UtkjxBFDf1k1lc1dfN6gQF+LRSQogIy6YU2c9N0mVN3Tg42UiJtjP6FCmtQUJoXT2Wimuk+IJZ7entKTESHh8kpoXF8KZpk6aO3qNDsUQpfUdzArzxySFEpOqr3hCuvz6uj0XJEjRhBiexyepjNhgAI8dlypr6GB2eIDRYUx7KVGB+HmbOFbhme+z/o5WSNGEGDmPT1Lz4uyf5jyxy09rTVlDB4kRgUaHMu15mU1SPOEgRRNiNDw+SUUH+xIW4O2RLanGjl7aui3MkpbUlLAXTzRj8+DiCSmaEKPl8UlKKUVGbIhHzpUqdUxiTpQkNSUWJITS3mOl2IMnj0vRhBgtj09SYK/wyzvb6nGfcMscm/HNjpAkNRWcrQdP7vJz/u7zpWhCjJAkKezjUp291r4/2p6irN7++84KkyQ1FVKjg/D1Mnn08kjHzjSTHBlIiBRNiBEaV5JSSoUrpbYopQoc38OGOK9EKXVMKXVYKZUz2usn27y+5ZE8a1yqrKGD6GBf/H3MRofiEbzMJubFhXh0GfrxMy3S1SdGZbwtqe8AW7XWqcBWx+OhrNdaL9FaZ43x+kmTGhOESUGuh1X42Sv7pBU1lRYkhHCissXjupYBGtp7ONPUyULp6hOjMN4ktQl40fHzi8AXpvj6CeHnbSY5MpBTHtiSksq+qbUwIZS2bgulHta1DFI0IcZmvEkqRmtdBeD4PtQmRBr4UCl1UCl13xiun3QZcSEeNVeqq9fK2ZYuEsNljtRUWuDBK08clyQlxmDYJKWU+kgpdXyQr02jeJ1VWuulwNXAV5VSl442UKXUfUqpHKVUTm3txG/5Pi82mLKGDtq6LRN+b1dU0diJ1jA7wt/oUDxKWkwwPl4mj6zwO1rRJEUTYtSGTVJa641a6wWDfL0DVCul4gAc32uGuEel43sN8DaQ7Tg0ousd1z6ntc7SWmdFRUWN5nccEefKE3ke0poqd5afS0tqSnmbTcyLDfbICj8pmhBjMd7uvneBexw/3wO8M/AEpVSgUirY+TNwBXB8pNdPlQxHkvr4VDUv7y3loVcPsfZn2/jgeJVRIU0q50ReWbdv6mXGh3KyqgWtPad4olGKJsQYjTdJPQFcrpQqAC53PEYpFa+U2uw4JwbYpZQ6AuwH3tdaf3Ch640QH+pHiJ8Xv9lWxPf+epwDJQ00tPXwRk6FUSFNqrKGTgJ8zEQG+RgdisfJjA+hubOXyuYuo0OZMoW19i1K0mKCDY5EuBuv8Vysta4HLhvk+UrgGsfPp4HFo7neCEopfnnrEmpaurl4TgSJEQH84N0TvJFTQVevFT/v6TWXqKyhndnhAbITrwEyHa32k5UtJMzwjDFB5+aayZHSvSxGR1ac6GdDRgy3Zs8mKTIQpRRr06Lo7LWSU9JodGgTTrboMM68uGCUghOV02tcasvJag6WNgx6rKSuHS+T8pikLCaOJKkLuCQlAh+zie15Q9ZzuCXnFh2SpIwR4ONFcmQgJyun17y8//7bCZ78MH/QY8V19pa7l1n+5IjRkXfMBQT4eJGdHM4n+RNf8m6k2tZuunptstqEgTLjQjg5jSaPa62pbumioKZt0OPFde3S1SfGRJLUMNalR1FQ08aZpk6jQ5kwztUOZLUJ48yPD6WisZPmjl6jQ5kQjR299Fo1ta3dNHX0nHNMa01pfQdJkqTEGEiSGsbaNPucrE/y3Lc1ddcL+/jNtsK+x87Vz2VHXuNkxjuKJ6ZJa+psv0rFga2p6pZuOnutkqTEmEiSGsbc6CASZvi77bhUdUsXOwvq+Nk/8tjm+B1KGzowKWQQ20B9FX7TJElVt36epPKrz50Qf7rOnrSS5UORGANJUsNQSnFpWhR7iurpsdiMDmfUjpQ3ARAe6MPDfz5MZVMn5Q0dxIX64+Ml//uNEhXsS3Sw77Sp8Ktp6deSqj63JVVSZ2+5J0dJkhKjJ3+lRmBdehRt3RYOlrpfKfrRimbMJsXLX1lBj8XGQ68e4nRtm1T2uYDM+JBpU+F3trkbsC8vVlBzbkuqpL4dXy8TcSF+RoQm3JwkqRFYNTcSL5Nyyyq/IxVNpMUEkxkfwhNfWsShsiaOVDRLZZ8LyIwLobCmjW6L1ehQxq26tYuIQB/mx4eQP6Aldbq2ncSIAEwmmTguRk+S1AgE+XqRlRTmduNSWmuOnWlm8Uz7op7XL47nrosTAanscwXz40Ox2PR53WPuqKali+gQP1Kjg86r8CupbydJxqPEGEmSGqF16dGcOttKdYv7rLdW1tBBU0cvi2bO6Hvue9fN41/XpXD9ongDIxPQr8JvGnT5nW3pIibEt29tPmeFn9WmKavvkPEoMWaSpEZo9dxIAPYVD77siys64tgOYtHMz7dH8PUy8+2rMpgt3X2GSwwPINDHPC2KJ6pbuokN8SM1Jgj4vMKvsqmTHqtNKvvEmEmSGqG50fZ/fMW17QZHMnJHypvw9TKRHisrT7sik0kxbxqsPGGx2qhr6yY6xI/4UH8CfMx9XZjOhWVljpQYK0lSI+TnbSY+1K9vHyZ3cLSiifnxIXjLemkuKzM+hNyqVmw2991bqratG60hJsQXk0mRGh3UV+FXUi+rn4vxkb9eo5AUGUixmyQpi9XG8TMt54xHCdeTGRdCW7eFMsdSVWCfgG11o6RV3WIvP491lJinxgT3VfgV17UT4GMmOtjXsPiEe5MkNQqJEYGU1LlHkiqsbaOz18riWbJdtyubH2////PxqRqe+aSIq365gxWPb+Uvh9xns01nMVGMM0n1q/ArrrNX9sm+ZWKsxrXpoadJjgygsaOX5o5eQgO8jQ7ngo6WO4smpCXlylJjgjCbFI+9dxKApbNn4G1WFA6xmrgrciap6BB7a6l/hV9JXXtfIhZiLCRJjYJzrkdJfTuLA1z7j/+RiiaCfb2kqsrF+Xmb+c+rM+josbJpSTyJEYFc+tNt5yzY6uqqW7owmxSRgfYk5azwy61qobyxk2sXxRkZnnBzkqRGwVmhVFLfzuJZrp2kjlY0s3BmqMzydwP3rplzzuPYED/OutF8vOqWbqKDffvea84Kv625NVhtmuTIIIMjFO5MxqRGYXZ4AEp9vmCmq+q2WDl1Voom3FVsqJ9bTRqvdqw24eSs8NtTVAfYu8mFGCtJUqNgL0P37yurdVW5Va30WnXfckjCvcSG+lHV3IXW7lHhV93SRWzIudV7qTHB9Frt8cuSSGI8xpWklFLhSqktSqkCx/ewQc5JV0od7vfVopT6muPYD5VSZ/odu2Y88UyFxIiAvgmKrsq5PcciF++SFIOLCfGjx2KjyU127a1u6e6r7HNKdUx+D/bzIjzQx4iwxDQx3pbUd4CtWutUYKvj8Tm01nla6yVa6yXAMqADeLvfKb9wHtdabx5nPJMuKTLQ5Sf0HqloIjLIh/hQ2RrBHTnnG7nDuFRXr5Xmzt7zkpSzwm9OpJSfi/EZb5LaBLzo+PlF4AvDnH8ZUKS1Lh3n6xomOSKwrwzdVR2raGZhQqj8cXBTsaHuk6QGzpFyclb4yXJIYrzGm6RitNZVAI7v0cOcfyvwpwHPPaSUOqqU+v1g3YVOSqn7lFI5Sqmc2lrj9nVy7sPkqitPdPZYKaptY0GCjEe5q74k5QZl6M7VJmIGjEnFh/qTERvMJXMijAhLTCPDJiml1EdKqeODfG0azQsppXyAG4A3+j39NJACLAGqgCeHul5r/ZzWOktrnRUVFTWal55QzjXIXHXlibzqVmwa5ju2gRDuJzrYF6XcJUkN3pIymRQffO1Sbs2ebURYYhoZdp6U1nrjUMeUUtVKqTitdZVSKg640K6AVwOHtNbV/e7d97NS6nfAeyML2ziznGXoLtqScm77ILP83Ze32UREoK9blKEPlaSEmCjj7e57F7jH8fM9wDsXOPc2BnT1ORKb0xeB4+OMZ9L1laG7aEvqRGULIX5ezAzzNzoUMQ5xoe4xobe6pQs/bxMhfrIugJgc401STwCXK6UKgMsdj1FKxSul+ir1lFIBjuNvDbj+p0qpY0qpo8B64OvjjGdKJEUGUFzvmhN6T1S2kBkfIkUTbi4mxM9Nuvvs5efyfhOTZVwff7TW9dgr9gY+Xwlc0+9xB3DeCKrW+q7xvL5RkiICef9YldFhnMditXGqqoU7L040OhQxTrGhvuSUuv4u0PZt46WrT0weWXFiDJIiAmnq6KWpo8foUM5RXNdOt8UmRRPTQGyIH00dvXT1Wo0O5YJqJEmJSSZJagyccz/6rzxxsLSB7//1uKFL2ZyotG9DnilJyu05//C7cvGE1tre3ScbGopJJElqDJIcc6VKHeNSXb1Wvv7nI/xxbylnmjoNi+tEZTM+XiZSomTVaXcXF2ovfHHlcamWLgudvda+eV1CTAZJUmPgLEN3tqR+u62wb/vvAgM3qztR2UJGbDDeZvnf6u5iQ+2tE1eu8Kvp2+xQkpSYPPLXbAz6r4Z+uraNZz45zYYM+2IbhdXGJCmtNScqW2Q8appwdvcNbElprak0sLXeX99qE9LdJyaRJKkxSooMoKSune+/cxxfbxM/+dIiIoN8Ddv2+0xTJ82dvWTKJN5pIdjPm0Af83ktqfeOVrHmp9soqjV+e3lnbNLdJyaTJKkxSooI5EhFM7sL6/nWlelEBfuSGh1EQU2rIfGcdBRNSEtq+hhs88OdBbVYbZqPcy+0uMvQimrbaO2amMWRnbFFB0uSEpNHktQYOdfwWzQzlNtX2OclzY0OoqCmzZAKvxOVLSgFGbHBU/7aYnI4Nz/s70BJIwDb80efpKw2zRd+s5uffHBqQuKraekixM8Lfx/zhNxPiMFIkhqji2aHEeznxY+/sBCzyT7bPjUmiNYuCzWt3VMez4nKFuZEBhLgI8vTTBcxIX5U90tSta3dFNe1E+znxYHiRtq7LaO6X3lDB61dFradqp2QD1JlDR19VYhCTBZJUmO0LDGMI49ewcJ+W7TPdexGWmBA8cTJymZZVHaaiQ3xo6a1G5vNnlBySuwrUDywNoUeq409RfWjul9+tb0r+kxT57jHtHosNvYXN5CVNOTuOkJMCElS42AynbteWWq0vautcJzjUj0WG7/8KH/EYweN7T1UNnfJeNQ0Exfqh8WmqWu3t8z3lzTg523iyyuTCPQxsz1vdF1+/adHbM8bfE+2mtaRlbznlDbQ3mNlbZpx2+YIzyBJagJFBvkwI8B73HOlPj1dzy8/KmDzCNcHPFnlLJqQltR0MrAM/UBJA0tmzSDQ14uVcyPZnje6brv86lbiQ/2YGx3EJ/nnJ6k9hXVk/3jriJLfJ3m1eJsVK+dGjvj1hRgLSVITSCnF3KigcSepAke3zLEzzSM6//M9pKQlNZ3036G3tauXk5UtZCeFA7AuPYozTZ2jmvKQX91Gakwwa9Oi2FfcQGfPuesCvvhpCQAv7Coe9l7b82pZnhROkK+MgYrJJUlqgqXGBI17rpRz7OBYxfBJqtti5b2jVSTM8Ccs0GdcrytcS2y/9fsOlTVh07A82Zmk7JPHh+q2G8hq0xTVtpEWE8TatCh6LDb2Fn8+plXd0sVHuTVEBvmws6DugmNWlU2d5FW3SlefmBKSpCbY3OhgGtp7qG8be4VfvqPwIvdsK71W25Dnaa35wTsnOFrRzH9dO2/MrydcU0SQL14mxdmWLg4UN2A2KS6abS9USJjhT1pM0IhL0csaOuix2EiNCSY7ORxfLxM7+nX5vZFTjtWmeebOZfiYTfzx09Ih7+W8zpkohZhMkqQmWKqzwm+MrSmtNYU1bUQG+dJjsfW1qgbz8r4yXjtQzkPr53LNwrghzxPuyWxSRAf7UtXcxf6SBjLjQs7pXluXHn1eKfqxiua+KsD+nO+jtJhg/LzNXDwnom9cymrT/Gl/OavmRpCVFM61i+J4cxxVigAAEEdJREFU82AFbUOUuG/PqyUu1I+0GFnIWEw+SVITLNXxD3esXX6VzV20dVvYtCQeGLrLb39xA//97gk2ZETz9cvTxhascHkxoX5UNHRypLyJ5Y7xKKd1aVF9pegWq42ff5jHpt/s4t6XcrDazi2ocI5zOj9ErU2L4nRtO+UNHewoqOVMUye3Z9snpd+zMom2bgt/OVhxXjy9Vhu7C+tYmxYlu/GKKSFJaoLFhvgR5Os15iTl/MR7eWYMwb5egxZPVDZ18uArB5kdHsAvblnSN5lYTD+xIX4cLGuk22IjO/ncOUlZSeEE+pj584Fybn72U371cSGZ8SE0dfRyfMD7Jr+6jYQZ/gQ6WmJr0+3jSZ/k1/LqvjIig3y4PDMGgCWzZrB41gxe/LSkb46W08HSRlq7LaxLl/EoMTUkSU0wpRQp41jDz7mKenpMMAsSQgdNUk9vL6K1y8Jzdy8j1N97XPEK1xYb6tfXKsoa0JLy8TKxcm4kH+VWU1jTxlO3X8Qf/jkbsK/x119+des53XNzIgOZGebPmwcr+PhUDTctm4WP1+d/Dr68MpHTte3sKqw75z6f5NfiZZLSczF1JElNgtTooGFXnfjx+yf5+yDzoPKrW4kM8iUs0IeFM0M5VdVKj+Xz4gmbTfPBibNsyIhmbrSs0zfdOSv85kQFEhl0/pYY/7JmDjdelMAHX7uU6xbFExnky/z4EHYUfJ5cLFYbp2vbSYv5/P2ilGJtWhSHy5uw2jS3Zc86577XLIwjMsiHlz4tOef57Xm1LE0MI8RPPhyJqTGuJKWUulkpdUIpZVNKZV3gvKuUUnlKqUKl1Hf6PR+ulNqilCpwfJ8Wa6ykRgdR09pNc+fgK0Z09Vp5YVcxzw8yHyW/pq3vE++ChFB6rOcWT3xW3khtazdXLYidnOCFS3HOlcoe0Ipyyk4O5+e3LCFhxudr6K1JjeJQaWNf4UNpQwc9VntlX3/OEvI1qZEkRgSec8zXy8zt2bP5KLeGu17Yx+ZjVVQ0dpBb1SJdfWJKjbcldRy4Edgx1AlKKTPwG+BqIBO4TSmV6Tj8HWCr1joV2Op47PaGK57IO9uKTcPh8iZa+i19pLWmsLq17xPvogT7ChL9u/z+fuwsPmZT3yaLYnqLdySfgUUTF3JpaiQWm2avY22/gr7KvnOr8VbNjeSi2TP413Upg97nwfVzefjyNIpq2njwlUNc9uQnAKxLk/eemDrjSlJa61ytdd4wp2UDhVrr01rrHuA1YJPj2CbgRcfPLwJfGE88rmJu1IXX8Mt1LGNktWk+7bdI6JmmTtp7rH1JLjEigGC/z4sntLZ39a2aG0GwdLd4hGWzw/jpTYu4fnH8yK9JCsPP29Q3LuWcd+dcANkp0NeLtx9cxcqUwceX/LzN/Ptlqez89gb+78vLuTQtikvTopgXJ93MYupMxZomCUB5v8cVwArHzzFa6yoArXWVUmpafERLCPPHz9s05LhUblUL/397dx9bV33fcfz9sZM4ifPQxHaC89A8mpKQdFuSZskgtFAgLXSwTm3FNGnZOmlqJbpVG+roMm1ICKlhT9ImrajdmFiblXVqWekTASZYGUqgNCt5wAkJKQ8B23lCsrOEkJDv/jg/29eOg+2Qe+/P8eclXfncc+4953OPr+/X55zf/f3qx9USwP/sO8L6K4tTd92P7z6SksTy2VN7mqHvfqOTg2+e5AvXLS7/i7As1NSIz6yaO/gDS9SNKb4H9VRq9PBiRxdzp0+44GFcamvEtVfM4FofvVsVDHokJelxSbsGuN062HO7VzHAvGEPZiPpDyQ9J+m5w4eH1hVMtdTWiEXv0offC22dXNE8hbULG/q0wur5wmVJg4jls6eyt71oPPHIrnZqBDcs9fUoe3frWorvQR188wT7Oo73eU+ZjSSDFqmIuD4ilg1w+94Qt3EQKP1XcA7wRprukNQMkH6et4+XiPhaRKyKiFVNTflfuG2ZMYk97Z3n9FIdEexp62JJ82TWtTTy8tETvHbsBFCclpkxuY6pE3tP5ZU2nnhkdzu/uqCB6e6jzwZxTUtxCu+JvYc5cOQ4i907hI1QlWiC/lOgRdICSeOA24CH07KHgQ1pegMw1MKXvZXzptHReYrXjp3sM//gmyfpOnWGJc1TuLqlKLZPpebC+w519WkmDMXw9AAP/e/r7D90nI8v91GUDW7xjEnMnFLH5m2vcPqd8JGUjVjvtQn6JyUdBNYCP5S0Jc2fJelHABFxBrgd2AK0At+OiN1pFV8BbpC0D7gh3b8krF3UAMDWA32/DNk99tOS5iksaqpn1tTxPLXvMGfPBvs6jvc0muj2/ukTmTJ+DN/YVnT4eaNP9dkQSGJdSxN72nv77DMbid5r676HImJORNRFxMyIWJ/mvxERN5U87kcRcXlELIqIe0rmH42Ij0ZES/p5bs+YI9Sipkk0Tqpj24G+L6m1rRMJrrhscs8HydP7j/DqsROcPP3OOR8mklg+ZypvnznLive/r+d7M2aDWZdO+UnntuwzGync40SZSGLNwulsfelon+tSrW2dzG+o72lpdXVLI51vneE724vOPFsG+DBZlr4v5S/w2nBcnboumjttIhPG1VY5jdmFcZEqozULG2jvfItXjp7omdfa1sXS5t4RdK9a3IgEm595FeCcXgEArmlpon5crYfjsGFpmFTH6gXTWTXvkujIxUYpj/1cRmsWFtelth04yvzGerreOs2rx07wmVVzeh4zvX4cy2YVHcnOnFI3YIexVy1uZOdd66lxb+c2TP/62dXUeEgNG8F8JFVGi5rqaZpcx9YDRa8Se9NF7CUlR1LQe+3g3S5uu0DZhRg/trZP7+ZmI43fvWVUXJdqYNuB4rpUa0nLvlLrUlP0FjcTNjPrw0WqzNYsnE5H5yl+ceT/eKGti6kTxtLcr4XeynnTuPYDTay/cmaVUpqZ5cnXpMpsbc91qWO0tnWypHnyOcNujxtTw7+kwerMzKyXj6TKbEFjPTMm1/H0S0fY2951zqk+MzM7PxepMpPE2kUNPPZCBydPv+MiZWY2DC5SFbBmYUPPEPBLXaTMzIbMRaoCur8vVVsjd09jZjYMbjhRAfMbJnLZlPFMmTCG8WPdPY2Z2VC5SFWAJDbevISxtf5CrpnZcLhIVciv/9KsakcwMxtxfE3KzMyy5SJlZmbZcpEyM7NsuUiZmVm2XKTMzCxbLlJmZpYtFykzM8uWi5SZmWVLEVHtDMMm6TDwygU+vRE4chHjXEy5Zss1F+SbLddckG+2XHNBvtmGm2teRDSVK0w5jMgi9V5Iei4iVlU7x0ByzZZrLsg3W665IN9sueaCfLPlmuti8uk+MzPLlouUmZllazQWqa9VO8C7yDVbrrkg32y55oJ8s+WaC/LNlmuui2bUXZMyM7ORYzQeSZmZ2QgxqoqUpC9I2itpt6R7S+Z/WdL+tGx9hTPdJel1ST9Pt5tyyNUv4x2SQlJjDtkk3S1pR9pfj0qaVbKsqvtM0l9J2pPyPSTpfTlkk/Tp9L4/K2lVv2VVf59J+lja/n5Jd1YjQ0mW+yUdkrSrZN50SY9J2pd+TqtCrrmSnpDUmn6Xf5RLtrKKiFFxA64FHgfq0v0Z6edS4HmgDlgAvATUVjDXXcAdA8yvaq6SHHOBLRTfS2vMIRswpWT6D4H7csiVMtwIjEnTm4BNOWQDlgAfAJ4EVuX0PgNq03YXAuNSnqWVzNAvzzXACmBXybx7gTvT9J3dv9cK52oGVqTpycCL6fdX9WzlvI2mI6nPA1+JiFMAEXEozb8VeDAiTkXEL4D9wOoqZSyVS66/A74ElF68rGq2iOgsuVtfkq3q+ywiHo2IM+nuNmBODtkiojUi9g6wqOr7LG1vf0QciIi3gQdTrqqIiJ8Ax/rNvhV4IE0/APxGRUMBEdEWEdvTdBfQCszOIVs5jaYidTmwTtIzkv5b0ofS/NnAayWPO5jmVdLt6fTQ/SWH6lXPJekW4PWIeL7fohyy3SPpNeC3gb/IJVc/nwV+nKZzy9Yth1w5ZBjMzIhog6JYADOqGUbSfOBXgGfILNvFNqbaAS4mSY8Dlw2waCPFa50GrAE+BHxb0kJAAzz+ojZ5HCTXV4G70zbvBv6G4sOt7LmGkO3PKE5fnfO0AeZVbJ9FxPciYiOwUdKXgduBv6xErqFkS4/ZCJwBNnc/rdzZhpJroKcNMK/STX5zyDBiSJoEfAf4YkR0SgPtvkvHJVWkIuL68y2T9Hngu1GcuH1W0lmKfq8OUlx36TYHeKNSufpl/Drwg3S37Lng/NkkLae4RvF8+iOYA2yXtLoS2Ya6z4B/A35IUaSqus+6SdoAfAL4aHq/UYlsw9hnpSqyz0ZAhsF0SGqOiDZJzcChQZ9RBpLGUhSozRHx3ZyylctoOt33n8B1AJIup7hAewR4GLhNUp2kBUAL8GylQqU3VbdPAt0tiqqaKyJ2RsSMiJgfEfMpPkhWRER7tbNJaim5ewuwJ01XNVfK9jHgT4FbIuJEyaKqZzuPHHL9FGiRtEDSOOC2lCsnDwMb0vQG4HxHpmWj4r/FfwZaI+Jvc8pWVtVuuVGpG0VR+iZFEdgOXFeybCNF66K9wMcrnOsbwE5gB8WbrTmHXAPkfJnUuq/a2Sj+k9yV9tn3gdk55Erb309xfeXn6XZfDtko/gE6CJwCOoAtOeQqyXATRWu1lyhOT1Y8Q0mWbwFtwOm0z34faAD+C9iXfk6vQq6rKU6D7ih5f92UQ7Zy3tzjhJmZZWs0ne4zM7MRxkXKzMyy5SJlZmbZcpEyM7NsuUiZmVm2XKTskiepoaSX+faSXuePS/rHMmzvc5J+Z5jPebJ/7+Rmdon1OGE2kIg4CvwyFEOjAMcj4q/LuL37yrVus9HGR1I2akn6iKQfpOm7JD2Qxqd6WdJvSrpX0k5Jj6TuaJC0MnVQ/DNJW/r1GELJuu5I009K2iTpWUkvSlqX5k+Q9GDqWPjfgQklz79R0lZJ2yX9h6RJkual8YIaJdVIekrSQP0qml1SXKTMei0CbqYY+uCbwBMRsRw4CdycCtU/AJ+KiJXA/cA9Q1jvmIhYDXyRoo9BKIaOORERH0zrWAmgYmDJPweuj4gVwHPAH0fEKxTjU90H/AnwQkQ8ehFes1nWfLrPrNePI+K0pJ0UA/E9kubvBOZTDBq4DHgsdbpbS9F9zmC6OwL9WVoPFAPr/T1AROyQtCPNX0MxkN3TaRvjgK3pcf8k6dPA50inL80udS5SZr26B8Q8K+l09PYZdpbib0XA7ohYeyHrBd6h79/cQH2SCXgsIn7rnAXSRHoHUZwEdA0zh9mI49N9ZkO3F2iStBaKYRMkXXmB6/oJxYCNSFoGfDDN3wZcJWlxWjYx9doPxem+zRSDPH79ArdrNqK4SJkNURRDm38K2CTpeYpeqH/tAlf3VWBSOs33JdLwGBFxGPhd4Ftp2TbgCkkfphisc1NEbAbelvR77+X1mI0E7gXdzMyy5SMpMzPLlouUmZlly0XKzMyy5SJlZmbZcpEyM7NsuUiZmVm2XKTMzCxbLlJmZpat/weieJRq6BIT0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in range(10):  # plot 10 examples\n",
    "    best_model.plot_prediction(x, raw_predictions, idx=idx, add_loss_to_title=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpret model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can ask PyTorch Forecasting to decompose the prediction into seasonality and trend. The results show that there seem to be many ways to explain the data and the algorithm does not always chooses the one making intuitive sense. This is partially down to the small number of time series we trained on (100). But it is also due because our forecasting period does not cover multiple seasonalities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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//PNhu3fv3h8SEmJdtmxZrNlsPq9G1Y033lj38ssvB77//vuBK1euLO7v16mWm6IoigvJyclxz8vLc++5n52dbUpMTDTX19cbNmzY4AXQ2dkpdu3a5QHQ3t6uGzVqVHdnZ6d4++23A3u+Lj8/333u3Lltf/3rX8sDAgIsR44cMc6aNat11apVgQC5ubnuFRUVxnHjxpnPlKWhoUFvMplsgYGB1rKyMsPmzZvPer3Mz8/P2tbWdlJdeuihh2pXrFgRBjB58uQzvtapVMtNURTFhTQ3N+sfffTRUc3NzXq9Xi9jY2M7X3vttZKioqKaRx99dFRLS4vearWKhx9+uGry5MnmJ598snzKlCmpUVFRXampqe2tra16gJ/85CfRxcXF7lJKMWvWrOZp06Z1TJgwwXzHHXeMTkpKStPr9axYsaK4Z+BKX6ZPn96RkZHRnpiYmD5q1KjOzMzM1rNlDw8Pt2ZmZrYmJiamz507t2nFihVHY2JiLGPGjDEvWbKk8Xx+DmrLG0VRlAGitrwZeC0tLbq0tLS0PXv27A8KCrL2dYza8kZRFEUZNtasWeOTlJSU/r3vfa/6TIXtTFS3pKIoiuKUli5d2rJ06dK8C/la1XJTFEVRXI4qboqiKAPHZrPZhNYhRhLHz9t26uOquCmKogycvTU1NX6qwA0Nm80mampq/IC9pz6nrrkpiqIMEIvFcn9lZeXLlZWVGajGw1CwAXstFsv9pz6hpgIoiqIoLke9s1AURVFczojqlgwODpaxsbFax1AURRlWdu/eXSulHJBNRIfKiCpusbGx7Nq1S+sYiqIow4oQokTrDOdLdUsqiqIoLkcVN0VRFMXlqOKmKIqiuBxV3BRFURSXo4qboiiK4nJUcVMURVFczoiaCqAoygXoNmPe/L+0H83D0t6MzdyEtHShv/QxQqffonU6RemTKm5OrrXTQkVjB+4GPe5uOox6HTqdAMeqaTod+Hi4aRtScV31R+h44w5MdXsps0XRjCet0kS4MJP4+cNYdK0Ypn5P65SKchpV3JyYlJJbX9pB7tEmANywcLP+S2JFFTps6LEhgeboOdx0632E+pq0Day4ln0fYV3zCF1dkt+4PcVVy+5mVKAXaf4mth0oo+y9u5n/6eNgboRLHwehFsJXnIcqbk5s08Fqco828eCl8czQ5zMh97/wayuiS++FFDqk0CNsXbhXrqfgzy9QNun7TFp0H8Jg1Dq6MpxJCRt+C9v+ygGRwJP6x3juwWuJC/bqPWT+uFh+cfDPtOT+mus2/Rd01MMVf1AFTnEaqrg5KSklz208zDi/Dp5o+xO6/PchIA6WrsaYuOD4gdZuqrLewLj5z2R+9yR1uX/GctVfCMtcrFl2xfmZu62U1beTGOZz8hNSwue/hB1/Z41hIb+33M0b35t9UmHr8ctrxnH1kZ9i6fJj+Y5/QFg6TLx9iL4DRTk7NVrSSWUV1nGsrIg3xa/QHVgHc34Bj+yAEwsbgN6NsNl3E/3UHj4Z9xy13e6Erb2NL/7vYfaW1WoTXnF6//PZQRb+dStbD9Ucf1BKWP9r2PF3/mNcwi+77uWV+2aSEu7b5zm83Q38+eaJPNF+KyWmNPjyv6CrbYi+A0U5O1XcnNRLG/J43fQsXtZmuO9zmPMkuHmc8Xi9Xsei6+8i4EdfkR16HQsb3sT80lU89tI6mtq7hzC54uxsNskneRVICT98K5uy+nZHV+T/g6y/sdHnWh5vvYUX7pjMhBj/s54rc3Qgj8xJ5KeNy6GlArKeH6LvQlHOzumKmxAiUAixXghR4LgNOMNxK4UQ1UKI07YXH+52HanmzmO/JYkSxPJ/QeTEfn9taGAAEx/5F+1LXmSc2zF+dfRB/rLy33RbbYMXWBlW9hxtpLLZzI/nJyKl5MF/76L7i9/Ctv9jd8h13FdzI7+9JoPZif3b4eRH8xMJTL2UT6xT6P7qL9BSObjfgKL0g9MVN+BJYKOUMhHY6Ljfl38BVw5VqCEjJc0f/IS5+j1YrvgfSFp4QafxzLwJ4yNfYfAO5smaJ1j17xdRu64rAJ/vrcRNL7hnZhz/d/MErqt9Abftf6Vw1A3cULaMu2fEcce00f0+n5tex99vncTXo38Ali4K3nlqENMrSv84Y3G7FnjN8flrwNK+DpJSbgXqhyrUUCn//M/MbV3HdzF3YZx2/8WdLGgMPo9spNF7DHcU/4JN7z43MCGVYUtKyad7K5kxJhg/DwOXF/2F7xk+5jXLAhYULGVWYii/ujr1vM9rNOj47d1L2Ox3LfFlH7B2/YZBSK8o/eeMxS1MSlkB4LgNvZiTCSEeEELsEkLsqqmpOfcXaKn6ACE7nmYTk0m89U8Dc06vYEJ/sJ5Cz/HM3f8b9n/w9MCcVxmW9lU0U1rfzlXpofDJ4/DNP5FTH+bb1F+QEu7P87dOwqC/sH8LRoOOS+//H8x6L7y3/o7s0oYBTq8o/adJcRNCbBBC7O3j49qBfi0p5YtSyslSyskhIU68S7rVQsd7D9Ai3SmY8l/4mNwH7NQ6ky+jH/2ELONMUnOfoXjjSwN2bmV4+XxvJTohWVrxV/j2ZZjxKOLKp3n+tkw+fnQWfqaLW+3G3TcEw5yfcbk+h9VrPlBd4YpmNCluUsr5UsqMPj4+BKqEEBEAjttqLTIOuaznMNXk8Afu56bLJw/46T1MniR9/1126cYR9dUTHNvzxYC/huL8Ps2r4K9Ba/DY8yrM+CEs+F3vxGsxQBOw3afeT5fBh+k17/B5vhpcomjDGbslPwLucnx+F/ChhlmGRvV+bJue5hPrFCJn3HLR757PJNjPm9D73qGMCHzW3ENdicsNNFXO4nB1Kwvr3+Ca1vdg8n2w4PeDs6KIuzeGKfdylf5b/vXxFrosaqSuMvScsbg9AywQQhQACxz3EUJECiE+6TlICPEWsB1IFkIcFULcp0nai2W1wJpHaBMmntF9j3tnxw/qy42KiqTzxrfoljq6XltGa4N6Zz1SVHz+Z37m9i4dqcth0f8O6lJZuqkPIoSO+S1rWLWjZNBeR1HOxOmKm5SyTko5T0qZ6LitdzxeLqVcdMJxt0gpI6SUblLKaCnlK9qlvgg7/gHl3/EL811cM2M8/p6Dvy5kato4ihe8TIC1jmMrbgSbemft8vavY3bhs2x3n4Hphhfs20kMJr8oRMb13Oa2hZUb96iFBJQh53TFbURproAtfyTPazqb9DO5b1bckL105qwr+DrpSZLNOZRvVgNMXFpHA9a1P2GvLZa90/4M+qFZUlZMfwSTbOfK7vU8v6lgSF5TUXqo4qal9b/BZu3mB/U3cueMWAK8hnY1/8lLf8hOmYb/tt9Dq5NPk1Au3Be/QrTX8UT3A1wxrv+Tsy9a5EQYPZPvmzbwelahfZkvRRkiqrhppSQL8t7lVbmEBvcovjfI19r64u/lzvbUpzBY2jF/8oshf31lCBzZDNmreFUuZlT6NEYFeQ7t60//PgHdVVyh28X/fnFwaF9bGdFUcdOCzUrD+z+mXAbxjsdyVj88g8AhbrX1uHru5aywLsFj33twZIsmGZRB0tUOa39Eg2kU/9N5HT+YmzD0GZKuhMB4nvBbz4d7ytl7rGnoMygjkipuQ8xqk3zy6h8IaD7Ie0EP8e4P5pJ06p5aQygh1Juc2Ps5Shhy3U/B0qlZFmWAbfpvaCjmcfO9zEqJJj3Sb+gz6PQw7REiW/OZYzrC05/uVxO7lSGhitsQW7Mtlxml/+SITybff+SxIRkdeS53XJrCU113I+oPw7b/0zqOMhCqD8COf7AvchkbO5L44bxE7bJMuBU8/Plt8Ca2Ha5ja4HaZ1AZfKq4DSGbTSK3/gkf0UHc7c9jMOi1jgTApYnBHAuawXbjdOT256GzRetIysX69iWkzo0fVl3N7MTgc+7LNqiMXjD5XkbXfMlU/0ae+fQANptqvSmDSxW3IbRjTw5Luj6lbNRSRFia1nF6CWHf/uSPLVchzE3w3etaR1IuRmcr5LxDYeh8Cts8+OFcDVttPaY8gNAZeDoyi/0VzazZc0zrRIqLU8VtCHVv/AMIQeS1v9U6ymmunxRFkUcqh03j7BPLrWrS7bCV9x50tfDHmplMjQtkSlyg1onANwLG3kBc2X+YFqHjb18eVtfelEGlitsQKT7wHbNav2B/1I0Yg4ZwrlE/eRoNXJURzl/br4SmMshfo3Uk5UJIidy1kmPuY1jfOpofzXeCVluP6d9HdLfxVNgOimrb+E5tiaMMIlXchkjrJ7+lAw9GL/2V1lHOaE5yKB93jqPDbwxk/R+od9bDz7HdiMpc/tl6KU9cmcqMMcFaJzoufCzEzyHj6Nv4uklW71Zdk8rgUcVtCDQW7CCjeQs7wm8hICRS6zhnNCsxGINez5eBN0FlHhSpeW/DzeFP/o9W6YFx0i08dNnQLwxwTtN/gK61kidi8lmXW46526p1IsVFqeI2BFo+/jV10ofYxT/XOspZebsbmBIXyD/qJoFXKGx7TutIynn4MvsA0cc+ZZfvfJ5aesmA7c82oBLmQ0gKS9vfp9XcxYb9VVonUlyUKm6DrCZ/MzGNO/ks4HYSYiK0jnNOlyeHkl/dRdO4e6FwI1SqPd+GgxZzNzv/83c8RDdTb/wZBr2T/mkLAbN+glfjQW7yzuX93Ue1TqS4KCf9Cxj+Dle38Ni7Oex+579plF4kX/1DrSP1y+UpoQB85rkY3Lzgmxc0TqT0x57SBpaznubgiZhiJmgd5+wyboDAeH5iXMPWghqqW8xaJ1JckCpuA0xKyc9X57DgL1vZk7eHhbpd6C+5l8mJUVpH65f4YC9GBXryRaEZ0q61j5rsUqu5O7vSfd8wRleB8ZK7zn2w1vQGuPRnhLUfYi67+GhPudaJFBekitsAK65r591dR1k2KZp1U/LR6XT4XPqI1rH6TQjB3JRQthXW0pVxE3S1wIGPtY6lnINH0XpsCDzSr9Y6Sv+MvREC4njS80NW7yrTOo3igpyuuAkhAoUQ64UQBY7bgD6OiRFCbBJC7BdC5AshfqRF1r58V2Kfu/Pg1BBMeW9C+nXg67wjJPsyJzkEc7eNLGsK+I2CnDfpttp485tSGtu7tI6nnMJmkyQ0ZXHUMxW8Q7WO0z96A1z6OGMshUTVbGFfebPWiRQX43TFDXgS2CilTAQ2Ou6fygI8JqVMBaYB3xdCOMV6Vt+VNuDtbmDM0Q/srZ5pw6fV1mNafBAebjo2HayF8Tchj2zmV//+nKf+k8fKr4u0jqecorikiLHyMM0x87SOcn7G3YTVbzQ/NnzAB7tV600ZWM5Y3K4FXnN8/hqw9NQDpJQVUsrvHJ+3APsBp7iolV3ayMRoH3Q7V8Co6RA1SetI583DTc/MMcFsOlhDZ8ZNCGkj4PAafNwN7Cyu1zqecoqa7HXohMR//GKto5wfvRv6yx5nrK4I8/5PtU6juBhnLG5hUsoKsBcx4Kz9LEKIWGAi8M0Znn9ACLFLCLGrpqZmgKOerK3TwoHKZpZ750Jj6bBstfWYkxJKaX07N6+u5ltbEg/572R5ZjTZpY10WtTEW2diKt5AFYFEpUzROsr5G38LzR6RLG99g/pWtZegMnA0KW5CiA1CiL19fFx7nufxBt4Hfiyl7LPTXkr5opRyspRyckhIyEDEP6Pco03YJFxa9x74j4KUYXJxvw+XJ9t/VtmljdjG3YJ/2xHm+x+j02JTuyk7E0sXCc072e89HaFzxveq56B3oy7zR4zXHaEoa7XWaRQXoslfg5RyvpQyo4+PD4EqIUQEgOO2uq9zCCHcsBe2N6SUHwxd+jP7rrSBMeIY/rW74JLv2XchHqaiAzz54dwEnrtlIlMX3wcGDybV27uOvilSXZPOovXQFjzpoHX0MLvedoKoy+6lWIYTlf0XsNm0jqO4CGd8q/cR0DNZ5y7gw1MPEPZ1hV4B9ksp/zyE2c4qu7SBO312AQLG3ah1nIv22MJkrhkfCR5+kHI1Hgc+IDXEnZ2quDmNhpx1mKUbweMWah3lghmNRj4OuJPwjgLY/5HWcRQX4YzF7RlggRCiAFjguI8QIlII8YnjmJnAHcBcIcQex8cibeLaSSnJLmlgEV9D3GzwCdcyzsAbfyuYG7cixQgAACAASURBVLk9cD+7ihuwqp2UtSclPiUb2G5LZ2ys8y/tdjaW9OspsEVh3fQHsKlrusrFc7riJqWsk1LOk1ImOm7rHY+XSykXOT7/WkoppJTjpJQTHB+fnP3Mg6u0vp2ojgOEdB2Dscu1jDI44ueAVyhzurfS2mlhf4Wal6S5usP4m4+S7zMDL3eD1mkuyiXxIfzVsgx97UHY6xRXGZRhzumK23CVXdrINfospM4NUpdoHWfg6Q2QvpTIqq140aG6Jp2A7aD9Gqg5dvheb+sxaVQA68VUqkwJsPlpsFq0jqQMc6q4DZDsklqu0e+AxAVgOm1RFdeQfj3CauYm3zxV3JxAR/4n7LfFMCYxResoF83DTc+46EBecbsF6gsh9x2tIynDnCpuA6T7yNeEigbE2Bu0jjJ4YqaCbxTLjN+ws7geqXbq1k5nK6aKb9lim8CkUa7xZmpqfCCv1KZiDc2ArOfUTvDKRVHFbQB0dFkZ37CeLp0Jkq7SOs7g0ekg/TpS2r7F2lZPYU2r1olGrtId6KSFPOMERgV6ap1mQEyJC8Jqg8Nj7oKaA/b9BBXlAqniNgDySqq4QreTupgFYHSNfzRnlLEMvbRwhf5bdhY1aJ1mxLId2UwXBhg1zTl33L4AmaMD0OsEH9tmgE8EZD2vdSRlGFPFbQDU5X6Gv2jDe/LNWkcZfJETkQFx9q7Jojqt04xYjfnr+c6WyFWT4rWOMmC83Q1kRPqyvaQZpjwARzZBVb7WsZRhShW3ARB05COa8MEnbfhOpO03IRAZy7hE7uXQkSPqupsGGmsr8W8+SKnfZK4eO7znt51qanwQOWVNmMffCW6esP3vWkdShilV3C6StHSS3radff6Xgd5N6zhDI2MZOmxMavuKow0dWqcZcT5Z+x46JFPnXe8yXZI9psYF0mW1kV0jYMJtkPsutFRqHUsZhlRxu0jHcjfhhRnrmBHQausRlkZXYDLX6Lfz1s5SrdOMKHuPNWE9soVOnSejx87WOs6AmxwbiBDwxb5KmPYw2Cyw8yWtYynDkCpuF6kx91O6pJ7Rk114lGQfjOOXM0V3gE+37aJWbVUyJGw2yW8+3MtsfT662Bku2VPgZ3LjhknR/Ht7Cfu7Quw7a+x6BbratY6mDDOquF0k//Kt5OlTiQ4f3O10nE7G9QAskNv45+ZCjcOMDP/JPsax0iPEUo5bwhyt4wyapxal4mdy4xcf5GGd9n3oaIC897SOpQwzqrhdBFtTOdFdR6gInuVy1z7OKWgMRE7iLu9veX1HCZVNZq0Tubx/by/mhsAj9jtxl2maZTAFeBn59eJU9pQ18kZ5BAQl2q+9Kcp5UMXtIlRlfwyAMWWBxkk0Mu5GoswFjJFl/H3TYa3TuDQpJYU1bcz32A+mQAjL0DrSoFo6IYrZicH8z+eHaEm+Hkq+tu9uryj9pIrbRTDv/4Iq6U/ahOlaR9FG+vUgdDwRncfb35ZSVq+uiwyWmtZOWju7SWzPtm+pNBx33T4PQgj+a2kG3VYbTx8dC0DWmhe4/h/bGPfbz9XvmnJOrv0XMpisFkJrtrPLMInoQC+t02jDJwziLmNWx2aEgL99WaB1IpdVVNNGrKjE21wJcZdqHWdIjA7y4tF5ibx5SMdOWzIhR9bQ1N5Fs9nC3mNNWsdTnJwqbhfIdnQ3XrYW6iNGxj+aMxp3I4bmUp5Mb+b9745R06JGTg6Goto2Zuj22e/EzdE0y1B64NJ4HluQhNvEm0nUHWPN9d4AHGtU8yuVs1PF7QLV5nyMVQr8M0bQ/La+pCwGgweL+BqrTbK3XL2jHgxFtW3M0ucjfSLtg3lGCDe9jh/OS2TilfeA3oj3oQ/wMupVcVPOyemKmxAiUAixXghR4Lg9bT8PIYSHEGKnECJHCJEvhPj/hjzo4Y1ky0QyU1xnbb8L4uELSVcSWvoJBiwcqGjROpFLKqppZpZuLyJ+Doy0kblg3yMxcSEibzXRfkaOqZVxlHNwuuIGPAlslFImAhsd90/VCcyVUo4HJgBXCiGmDVnCtlqCm/PJcc8k0t80ZC/rtMbdiK6jjqU+h9hf0ax1GpdkrMrBl1ZIGP67bl+wcTdBWzULTPspb1LFTTk7Zyxu1wKvOT5/DVh66gHSrmczMTfHx5Ct4Gs7/CU6JB2jLh+ql3RuCQvAw58bjNtVcRsEVpskseUbJALiR/DvXNIV4OHHvK7NquWmnJMzFrcwKWUFgOM2tK+DhBB6IcQeoBpYL6X85gzHPSCE2CWE2FVTUzMgAZvyPqVO+hCTMWNAzjfsGYyQdi2TOrKorK3D3G3VOpFLOdbQwUyRS4NfGngFaR1HOwZ3SL+OjOatdLa30N5l0TqR4sQ0KW5CiA1CiL19fFzb33NIKa1SyglANDBFCNHnrFYp5YtSyslSyskhIQOzRJZbWRbbbelMGzPCltw6m/E3Y7R1cIXYweFqtUP3QCotL2eCOEzHqDlaR9He2Btxs5m5XLeHcjWoRDkLTYqblHK+lDKjj48PgSohRASA47b6HOdqBDYDVw56cIDGUrw7Kyk0jSPM12NIXnJYGDWdLr84luu3sE91TQ6oroJNGIQNr7QrtI6ivVHT6HYPYL5+t9puSTkrZ+yW/Ai4y/H5XcCHpx4ghAgRQvg7PjcB84EDQ5KuJAuA1vApQ/Jyw4YQGDLvZKruAFVFe7VO41J8j22lVZrwSxyhK+GcSKenO34Bc3XZVNSrkbnKmTljcXsGWCCEKAAWOO4jhIgUQnziOCYC2CSEyAW+xX7Nbd1QhLMVZ9EkvXCPdO21/S6EbuKtWNERU/KB1lFch5TENu4gz30CwmDUOo1TcE9fjJ9oR5Rt1zqK4sQMWgc4lZSyDjhtvLOUshxY5Pg8F5g4xNEAsBR9zbe2JGJDfLR4eefmE84hn2nMaFmPtHYjXHC/sSFXW0CwtZqNwbej2m12+sR5dOJGROVm4Hat4yhOyhlbbs6rtQZjYyHf2lKICx6h60meQ+WY5YTSQEPuJ+c+WDlJ3tEmfrd2Hzbb8Vkt3YfWA9AW47pb3Jw3d2/y3SeQ0vQVyCGbAaQMM6q4nY9SezfIt7ZkVdzOwGfc1dRIX6y7/q11lGHn3V1lrNxWxI6iut7HOg+sp9AWQVB0oobJnM/hgEsJs1ZC9X6toyhOShW381GSRZdwp9g9iQBP1eXWl6TIQD6wziawfBO0nnWgq3KKfMe6nO/vPmZ/oNuMqXw7W23jiA/21jCZ86mNsk9mtx74WOMkirNSxe18lGZRYEwhJsR/5O283U++Hm5s9boCvbRCzttaxxk2rDbJ/ooWhIBP91bQ1mmB0u3orWa22sYRG+ypdUSn4h86mj22eKz7VHFT+qaKW3+Zm6Eyjx2WFOKC1D+as/GMSidflwzZr6trIv1UVNtGR7eVmybH0N5l5dO9lXB4AxbhxmHPCfh4qJ6CE0X6e7DeOhljVTa0VGodR3FCqrj1V9lOkDY2dowhTnURnVVqhC//7rwMag9B6Q6t4wwLPV2Sd06PZXSQJx/sKoV9H5LrNp6IkBG85NYZRAeY2GCbZL9z6DNtwyhOSRW3/irNQuoMZNsSVBfROaSG+/CRdRpWNx/Y/S+t4wwL+eXNGA06EsO8WTYpmu7i7dBUxgfdM4hXg5dOE+lv4qCMockjCg6okbnK6VRx66+SLJr80+nAQ42UPIfUCF868OBI5CLI/w+012sdyenllzeRHOaDm17H9ZOiWKrfRpfOgw86Jqjftz54Gg0EeBrZ6z0DjmyGrjatIylORhW3/ug2w7HdFHuNAyBW/bM5q1GBnngZ9WwwLQJrJ+S+o3UkpyalJL+8mfRIXwCifQxc47aTzyyZtKs3U2cUFWDia91k++9Y0Vat4yhORhW3/ij/Dqxd7BFpBHsb8VUX989KpxMkh/uwqSkMojLtXZNqYMkZlTeZaWzv7i1uHN6Aj2zhA4t9S6X4EFXc+hLpZ2JLRwIYvaHgC63jKE5GFbf+KNkGwBZzgnoX3U8pEb7sr2hGZt4NNQfOOrBESslvP8onq7B26AI6kfxj9sEkaZF+9gfy3kWagvjOMAGdgJhAdY23L1EBJkqaLMj4y6BgvXoDpZxEFbf+MHhA4kL2NuiIDVLFrT/SInxpMVsoj14E7r5nHVhSUN3Kv7KKWZdbMXQBnUh+eTNCQGqED3S2wMFPERnXcV1mLBlRfrgb9FpHdEpR/ibauqx0jJ4HTWVqtRLlJKq49ceMH9J6w1vUtHQSp7qI+iXN0cWWX2OBcTeedWDJ53vt85QqRujmk/nlzYwJ8cbTaID968BihrE38psl6XzwsNrt/Uyi/E0AlAbNsj+guiaVE6ji1k/FtfbRWHGq5dYvKeE+CAH7K1og8+6zDiz5Yl8VABVN5iFM6Dz2lTcdv96W9y74j4aYKeh1AoNe/YmeSVSAo7h1+0HYWHvXpKI4qL+cfipyFDc1UrJ/PI0G4oK82FfRBOFjHQNLXjvtukh5Ywd5x5pwN+goH4Ett4a2LsqbzPbi1lJlH9Y+djmo5d3OKdLRcjvW2AGJC+wLm5ubNE6lOAtV3Pqpt7ipllu/pUb6sq+i2X5n4h1Qs98+8vQEX+TbuySvnRBJs9liX1NxBMkvt/980iP97C1babMXN+WcgryMx98UJS4EaYXCL7WOpTgJVdz6qbi2jQg/D0xGdXG/v9IifCmr76DZ3A0Z19sH5ux586RjvthXRWKoNzPGBANQ0TSyWm89y26lhxgg628QOxtCUzRONTwIIYjyN9lbbtGXgIe/6ppUejldcRNCBAoh1gshChy3AWc5Vi+EyBZCrBvsXEV1bWoawHlKi7BfRzpQ0QIefpC6BPJW2yfFA43tXXxTVM/C9DAi/DwAKG8cWdfd8subifI34b/vDWirhjm/0DrSsBIVYOJYoxn0BkiYZy9uNpvWsRQn4HTFDXgS2CilTAQ2Ou6fyY+AIRn/W1Tbpq63naeeEZP7HK0TJtwK5kY49CkAG/dXY7VJFqaF914/GWktt73lTUwIN8LXf4W4SyF2ptaRhpVIPxPHGhy/M4kL7W8QKnO0DaU4BWcsbtcCrzk+fw1Y2tdBQoho4Grg5cEO1NDWRWN7txopeZ5CfdwJ9DIev+4Wdxn4RkH2GwB8sa+ScF8Pxkb5EebrgRAjq+XW1mmhqLaNG8V61Wq7QFEBJmpbOzF3WyFhPiDgkJoSoDhncQuTUlYAOG5Dz3DcX4GfA2ftgxBCPCCE2CWE2FVTU3NBgYrqHNMAVMvtvAghSIvwtU8HANDpYfwtULiRjrqjbDlUw8L0MHQ6gdGgI9jbfUS13A5UNuMuO5lW/rq98I9Wc9rOV2Koffup/PJm8Aq2j8ot+FzjVIoz0KS4CSE2CCH29vFxbT+/fjFQLaXcfa5jpZQvSiknSyknh4SEXFDeYjUN4IKlRfpysKqFbqvjPciEW0HaKNv8KuZuGwvTwnuPjfTzGFFz3fZVtHC7fgPunXWq1XaBLokLBGBnkWOBgKQr4Nh30FqtYarBd6SmldK69n4dW1bfzvf+vYvco42DnMq5aFLcpJTzpZQZfXx8CFQJISIAHLd9/ZbOBK4RQhQDbwNzhRCrBitvcW0bOmFf7V45P6kRPnRZbBypcWxJEjQGYqbhd+g9fDz0TI0P7D02ws80oua6FR2r5mG3dcj4OTB6utZxhqVgb3fGhHixs6jO/kDyVYCEg59qmmuwPfZeDo++nd2vYwuqW1i/r+r4G8wRwhm7JT8C7nJ8fhfw4akHSCl/IaWMllLGAjcDX0opbx+sQAa9jszRARgNzvjjcm5pEfbFgPf3XHcD2tNvJqyzhPviGnA7YQWOCH97y02OkAVwU4r+RRBNiMvONmZKOZep8UHsKm7AapMQlgH+o+Cga29gerShg5yjjTS0dZ3z2KJaewsvLth7sGM5FWf8b/0MsEAIUQAscNxHCBEphNDkN/bReYm895C6HnIh4kO8MBp0xweVAP9umkCHNHKXadtJx0b6mWjvstLc4foTuWXdEa5tfYdc/3mq1XaRpsYF0tJpsb+BEgKSr3bpDUy7rTZqWzuREr4+fO6dNIpqW/H1MBDgObK26nK64ialrJNSzpNSJjpu6x2Pl0spF/Vx/GYp5eKhT6r0h5teR1KYN/scK3G0d1lY8U0Nud4zCSj+BKzHC1mEv2Oum6sPKpGSznWP0y31HBr/hNZphr1LYk+57payyL74tIuuVtJT2AC+Kjj3ILmi2jbiQrwRI2xJN6crborrSevZ201K3vm2jIb2bgKn3AztdVB8fAflCL8RMtftwMd4FG3kL5ZljIpN1DrNsBfpbyIm0HS8uI2aYV+t5MDpHT0/X53Dq9uKhjjhwKp0DLry9TCw9VDtObvxi2vbiR+Bg+FUcVMGXVqEL3VtXRxr7OClrUe4JDaAxBlLwehj3wrHIdJ/BKxS0tUGnz5BnVcCr1mvIDnMR+tELmFKbBA7i+vt/+j1BvuoyUOfndQzAPDp3kq+yK/SKOXAqGq2/31cOyGKymYzh6tbz3isudvKscaOEbkmripuyqBLdSzD9cynByhvMvPInARw87B3H+1fC9ZuAEJ9PNDrhGu33Lb+CZqP8mbwowT7euM3wq6DDJapcYHUt3VRWOP4R5+8CDrqoeyb3mPM3VZazBaK6858La6mpdPpBzRVNXcCcENmNABbDp25a7LEMV0gxad/0wZciSpuyqBLdSzDtS63gpRwH+YkO+Ybpl8HHQ1wZAsAep0gzMedCldtudUVQtbzMP5WPm2OJzlctdoGyhTHfLdveromE+aB3njSqMlqR1GoaDLbVzQ5RVl9O9Of3sjWgnMP0tBSZbMZg04wNsqPMSFefHWWvEW1raSLYhZ+NgcOfDx0IZ2AKm7KoPP1cCMm0H497eE5Y45f2B4zF9z9IP+D3mMj/E2uO6Bkyx9BZ8By+a85XNNKiipuA2Z0kCehPu7Hr7u5+9hXfTnwce8egtUtx980lfQxATq/vAmLTVJUc+ZuPmdQ1WQm1McdnU4wOzGEb4rq+izWAEdq27hL/7l9R47RI2vdUlXclCExeXQg8cFeXD024viDBndIuRr2rwOLfb5OhKuuUlJzEHLfhSn3U9xln9iuWm4DRwjB1PggvjlSf7xbMWURNBRBzQEAqls6e4/vq2uy59pVfT/mjmmpqsVMmGMXjcuSQjB32/i2uL7PY2sqj3GtIQsx/mYw+Q9lTM2p4qYMiT9cN5Y1P5iJQX/Kr1z6ddDZ1DtsO9Lf5JoTuTc/DW6eMPPHHKi0r7WZpAaTDKgpcYFUNpspq3e0/JOust86uuOqm4+/aepZUu9EhY5VdGqdvLhVNpkJ97UXt6nxgRj1ujN2TSYc/QB3umHKA0MZ0Smo4qYMCZNRj69HH4Mn4ufYh207Rk1G+HnQZbFR5+T/YM5LVb79+5v2EHgFc7CyBb1OkBA6slaMGGxTe6+7OZbi8o2wL6S8fy1gb7kZdAJ/TzeK++iW7Gm51bV2nvacM6lu7iTMUdw8jQYmxwawta9BJVYL81rXUuCVCaGpQ5xSe6q4KdoyGCF1sf3ddbe5d65bpSt1TW76A7j7wvQfAHCwsoXYIE883NSu7gMpIcSbAE+349fdADKWQcUeqC2gqrmTYG934oK9KDmlW1JK2TvS0hm6JTstVsrqTy/AbZ0WWjotvcUN4NKkEA5UtpzUMgVoz/uQcOoojLtt0PM6I1XcFO2lXwddLVC48YS5bi4yqKR8DxxYB9O/D572lsXBqhZSwn01DuZ6dDrBJbGB7Cw+pbgJHeS+S3WLmVBfd+KCvE7rlqxoMtPeZR+UUdeqfXF7fXsJC/+ylY6ukweKVDoKWLife+9jsxODAU4b5WnbsYIyWwgkXznIaZ2TKm6K9uIuA1MA5K85YZUSF2m5bfqDvdt12sOAffmx0vp2NZhkkKRF+lJa306nxVEUfMLtv19571LTbB9lODrIi/JTpgP0tNqSw3ycokv8aEMHHd3W4/P2HHomcIf5HG+5pYb7EuLjzqYDJ2ygUpmHd+U3/Nu6gPjQkflGShU3RXt6N/tit4c+J8gDjHqdS0wHsFUfhILPOZpyL3jYd0c4VNWKlGowyWCJCfBEylNWuRl3IzQUE96SR4iPB7HB9q2rSk/o9uu53jYlLpCmjm66LNpuD9PTNXrG4uZ3vLjpdIIFaWFsOlh9vGB/s4JunTvv2eaM2K26VHFTnEPqEuhsQlf8FeF+Hi4xkbtq6ytYpI57clN7ryEerLQvIK3muA2O6AB7y/9owwnXq1IWIw0m5nZtJszXvXcpqhO7Jgtr7Cvn97SoG9q1bb31vP6pS2tVNtkHu5x4zQ3gqoxw2rus9oEl7fWQ9x7f+izAyy9kxF7bVcVNcQ7xc8DoDfs/csx1G+YtN6sF7wOr2SIncsziy6NvZWOx2jhQ2YLJTT9i300PthjHz7V3OgCAhy8d8VewWL+dMC/98eJ2wqCSw9WtjAn1JtjbCGh/3a2n5VZQdXrLzdvdgLe74aTHp8UH4Wdy47O9lZD9OljMvC2uIj5k5K0p2UMVN8U5uHnYF7s98DFRfsZhv3iyrWADPpY6DkZcw9PXj2VncT3Prj/EoaoWksK80elG1vYjQyXM1wM3vaCs4eSRhpWjryFQtJLa9i1+nm4EnDIdoLCmjYQQb4K87QM16tq0nQ7Qswnp4T66JcN83U873k2vY35qGBv3VyB3vowcPZNNjSHEjcDdAHqo4qY4j9Ql0F7LZN0hqprN9p2Vh6nGrFeplb5ET72WaydEccuUUfxzcyHfFjeowSSDSK8TRPqbONpwcsu/0HcK9dKb2HL7hO7RJ4yYbOropqalk4RQbwK9nKTl5uiWLK5to9t6/Pqfvbh59Pk1V2WEc0nXt4imUlrG3UuL2TIidwPooYqb4jwSFoDenYltX2GxSWqdfDLtGbXV4Ve2gbVyFnPTYwD4f0vSSIvwpctiU4NJBllMgOdpc8Sq2myss07Hr3Q9dLY45rrZj+kZtDEmxJtgr56Wm3bFrb3LgrnbRlKYNxabPGkdzKrmzt7VSU41KzGYe9zW02QIoSBgNgBxqlvSeQghAoUQ64UQBY7bgDMcVyyEyBNC7BFC7BrqnMogcPeGhHnE1XwJyGE7182W+w56aaF01HW910Y83PT847ZJTB4dcHxXBGVQRAeYTh5Qgn11kjW2mQhLB+xfx+ggT8qbOjB3W3sHbSSEeuNrMmDQCU1XKem53tazw/jhavtybTabtLfc/Poubh6NhcwUuayyzqeg1p5/JG5S2sPpihvwJLBRSpkIbHTcP5PLpZQTpJSThyaaMuhSl+DRXsE4cWR4znWTEvPO18ixxTNh8smrsMcGe7H64RkkhKqW22CKCfSktrXrpAnQ1c1mSk3pEBAH2a8TF+yFlPZtbgprWjHqdUQHmBBCEOhlHPRuSZtN8t6usuPz8U7Q0Gbf3/B4cXOsnNLehcUmCfM5/ZobAN++hFXnxsqOS3lnVxkGnSDK3zQ438Aw4IzF7VrgNcfnrwFLNcyiDLWkK5E6A1fqvz3t3fewUJGDZ8MB1sg5zEsN0zrNiNTXdIDqlk5CfE0w+V4o2UayKAWguK6dwupW4oK9ehf1DvJ2H/RuyeyyBn62OpcN+6pPe67neltMoIlIP4/e4tYznSS8r5abuRn2vIkt7TpaDQFklzYyKsjz9IXKRxBn/M7DpJQVAI7b0DMcJ4EvhBC7hRBnXPJaCPGAEGKXEGJXTc2Zd6xVnIRnICJ2Nlcbvu1z5XZnZ8teRSduNI655rTh2srQiA6wTwc4cVBJdYtjlOHE28FgIr7wDcA+YKOwpo0xoce774K9jYM+WrJnB4LK5tN7J3pGSgZ4GkkI8+kdMdk7gbuva245b0NXK27THuKyJHu390jukgSNipsQYoMQYm8fH9eex2lmSiknAVcB3xdCXNrXQVLKF6WUk6WUk0NC1LWOYSF1CaOpwFK1T+sk58dqwZq7mvXWTC6fmKx1mhGrZ2PcE6cDVDd3Eurjbl/fc9xyjPtWE2Pq5FBVCyV19mkAPYaiW7LnjduJG6j26Gk1BnoZSQjx5nB1q+N6W98TuLHZYOeLEDkJojO5MiMcYESPlASNipuUcr6UMqOPjw+BKiFEBIDj9vR2u/0c5Y7bauA/wJShyq8MspTF2NCRUrtR6yTnp2Qbbp0NfMYM5qWcqcNBGWwh3u64G3S9IyatjpG3oT3rMU55ACwd3Ou5jS2HarBJGHPC9kNBXu6DvjNAzwjI6ubTW4gNbV3ohH0H+4RQb8zdNo41dlDZbEYICDn1mtvh9VBX0Lt+6bzUMGICTUyLDxrU78HZOWO35EfAXY7P7wI+PPUAIYSXEMKn53NgIbB3yBIqg8snjKN+k7i8eyud3Rat05zTkZpW/rH5MOvefZEOacSQNA8v1SWpGSGEY8SkvVuyrq0Tm4TQnsnP4WNh1AyWdH1CbYv9mDEntNyCvI20dlpOWlh5oBWdpeVW395FgKcR3Ql7/h2uaaW62Uywtztup15Hy/ob+EbZd9cA/ExufPXzucxPG9nXfJ2xuD0DLBBCFAALHPcRQkQKIT5xHBMGfC2EyAF2Ah9LKT/TJK0yKOririVOV0n1wW+0jnJWv/ggl7nPbuFPn+1nWtd2KkJm8v8tm6p1rBEvJtCzt1uyp3UUemKLZ8r3CO4uZ45uD3BKceuZyD1IrTcpZe/SX2dqufVMJk90FLfC6lYq+1qdpCIHir+CqQ/aFyBXejldcZNS1kkp50kpEx239Y7Hy6WUixyfH5FSjnd8pEsp/1vb1MpA06dfQ5fUY8t9T+soZ5R3tIm3dpZx4+Rodt4VSLCtjvjZt+Dnqf7JaC06wNS7vmRNi72AhJywTQypS+jwCOUu/RdE+ZswGY8vLtyzBFf9IF13q2nppL3LitGgo7rl9OJW39ZFgKO4xpYUKgAAIABJREFUBXgZCfIyUlDVSmWT+fQJ3FnP29dknXTXaecZ6ZyuuCkKQExkJFtsEwguWQe2weseuhjPrj+Iv6cbv1qcRsjRz0FnsK+PqWguJsCTpo5ums3dvV1/J7Xc9G40pt3OZfpcZgU0nPS1Pa2m2oscMfmrNXn8J/voaY/3dElOiPGnqaP7tO7P+rYuAj2NvffHhHrbuyVbOk8eTNJ0FPa+by9sJv+LyuqKVHFTnJK/pxtf6Gfj1VkDJVlaxznNruJ6Nh+s4cFLx+DrboD9ax2brqp/Ms6gZ3eAo/UdvV1/pw7E8Jx+H53SwPLutSc93rMzwMW03GpaOlm1o5R3vz29uPV0SU6NC+w99kQN7cdbbmBfOeVgZQv1bV0nF7dvXrDfTnvognO6MlXcFKckhKAoaDZm4QF5ztc1+ewXhwj2NnLXjNFQvQ/qj9gXflacwokTuatazPh7up22r5lfSDTF0UvJrP8Ymit6Hx+InQG2Ha4FYO+xJmynLABeVNuOQSeYOMr+RujEQSU2m6ShvZtAr+Nd2wkh3rR22gdW9XZLmpth92uQdi34j7rgnK5MFTfFaUUEB7FVNxX2fQgWbVdpP1HW4Vq2H6njkTkJeBodrTYEpFytdTTFIcYxkbusoeP4HLc+JN/wa4S02kccOngZ9RgNuoua6/ZVgb24tXRaKDllEeeSujZGBXoS7msvwCcOKmkxW7DaJAEndEsmhh0f7NI74jP7dehshhk/uOCMrk4VN8VpxQZ58o55CpgbodA55rxJKfnfLw4S7uvBrVMd75j3r4VR08FbzW1zFv6ebni7Gyirb6e65YQ5bqcKiIVxN8KuldBmL0hCCIK9jBc8WlJKyVcFNYxxrMife7TxpOeLatuIDfbqHflYdcIqJT1LbwV5n9wt2SPczwO6O+wDSUbPhKjMC8o4Eqjipjit0UFebLWOxeoeAHmrtY4DwOaDNXxX2sgP5yXYu7nqCqFqr+qSdDInznWraTlzyw2AWT8Fixm2/733oSBv9wveGaCg2j744+6ZcRgNOvYea+p9Tkr7Fjax/z979x0dVbX2cfy7J72TCgkBQkeQHlCw0QVUil4VBQRRuViu5b2iotgQEBFQQJoiRUSFqyAgShVRQZQiVUrohEA6pNfZ7x8zgRACSUg5k8nzWWtWppwz55cQ8szZZxd/D3zdnXE0qSt6TCZYm0Lzn7nV8Ha9NJVbDW9X+HMOJEdB5zduKF9VIcVN2Kwwf3eycSS61t1w+EfIurG5JpduP8PWY3FlkmnF7rMEeDrzYFvLOm0c+sHy9aZ7y+T9RdkJta7rFpucSWAhq1dfEtgImvWDvz6DdEvPSb9SnLnlNUl2bhxI02Bv9kZeLm7RSZmkZ+dSN8Adk0kR6OVSoLhlXzp+HqUU9QM9cHY04UMq/D4FGvaAsCtXnRBXkuImbFYd69x4e3zvhuw02Lu0xO+RkZ3Lmyv2M/e3E2WSKSImhaYhPjg7Wv/r/LMSglvKRX0bVMvPjaOxKWTlmq/dLJnnjpchKxn+/BSwNAve6DW33yJiqRfgQaivO81r+nAgKulSp5K8YQB5v9tBXi5XNEvmnzQ5v/AwP24K9kZt+cjSmaTr2zeUrSqR4iZsVoCnMx7ODvyV2wiCW8Efn1gmiS2BP08kkJljLpPlc8xmzbHYlMuT7CaegrM7Lk17JGxLqK87udaict1mSYAaN0Pj3rBtJmQmE+DpQnxqJlrr6+9XQGZOLn8eT+D2hgEANA/1ISUzhxPW7v95wwDqWmfsD/J2vWIoQN41t/xnbgCjejVh6SO1LE2SLR625BXXJcVN2CylFHX8PTiVkA63PQ/xR+HITyV6j82HLcscnUlIL/EfqoLOXkgnI9t8uffaP9ZpT5vKkoO2qJbv5YU6iyxuAHe+bOm8tG02fh7OZGSbScsq2QQCu05dID07l9sbWItbTR+AS9fdTsan4uxgIsS6iGhQgWbJxNQsXBxNuDtfOWzB0cGEy+8fgjZD59dLlKmqkuImbFodf3fLp92brON5tkwr0f6/RliKW3p2bqlneo+ISQby9V47sBxCWoNf3VK9rygfeeu6wTXWQCuoZltoci9smUqwk+UMq6S/M78fjcXBpOhQ3zIjf8MgT1wcTZeuu52MS6WWnxsOJgVAkJcrCalZZOVYWiTirfNKKqWufOPYI/D3l9DuSfCtU6JMVZUUN2HT6vh7cCYhjVzlALc+C2e2wZm/irVvZGIaR2NS6GBd+uNMvsUrb0TeisgNAj0h8SRE7ZImSRuWt64b5BsfVpSub0F2Km1Ofg5AXL4ek+cupvPVn6evu/tvEXG0rlUNL1fLIGxHBxPNQrzZd6m4pV1qksyfK9Z6nMTUrKuut2E2w08jwcnDcm1QFIsUN2HTwvzdyc7VRF1It6yi7FoNthbv7O3XI5ZeawNvtXT2KO11t4joFAI8XSxTIx343vKkNEnaLC9Xp0vj3dydi7kEUWBjaDWQmke/IlTFXtGpZOqGCF5fvu+aZ3OJqVnsO3vx0vW2PJZOJRfJyTVzMj71ikVE88a6xVg7lSSkZV11vY0/Z8HxX6DHGPCo2mu0lYQUN2HT8nqVnYpPAxdPS7PMwR8s48uKsPlIDDWruXFXI8sK7HmzxBe0N/ICOblFd1Q5GptCgyDrH6YDyy3NWNJEZNNCfd2Kd70tv06jUMrES47/u1TIMnNy+XGfZYquuGuMf9t6LB6t4Y6GgVc83zy0GqlZufxxPJ7MHDNh+c/crL048667JaZeOa8k5/bChneg8T3Q9vGSfR9VnBQ3YdPCAizXTfJ6mdF+uGXdqj8+ue5+2blmthyN585GgZc+wRd25nYsNoU+n2xh/T/R130/rTVHo1NoGORlmUfy3G5pkqwE7m8dSr/WNUu2k09NctoNp79pCzrasgbyL4djScqwzO94reL2W0QsXq6OtAz1ueL5vE4lK3dHAVxx5pZXePOKW0Jq1qX15MhKg++eBDc/6DMdCl6HE9clxU3YtOperrg4mjiVV9y8qkPLAbD7K0uRuYZdpxJJycy5dNZWy9e90Gtu/0QlAZaekNcTnZRJcmaOpafkgeWWJ5v2vYHvSFSkYbfX5fmuDUu8n9Nd/0cy7rSOsDSBr9h99lInkLhrjH87eD6ZlqHVcCywUnb9QA/cnBxYc+A8cPkDG1hmQjEpS7Nkdq6ZpIycy9fc1r8FcYeh/yxpjrwBUtyETTOZlLXHZL6zrrteBUcX+HbYNSdU3nwkFkeTomMDyx8Fy1RMV5+5RURbekAWNRvFFZ1JDiyH0HYycNueufnylfMDNLq4lbSD69hwMIbezYMBrjktV1xyZqEdV/I6lSRn5ODsaCLE53JHFweTIsDThZikTBIvjXFzsgwz2f4ZdHgO6ncph2/Q/tlccVNK+Sml1iulIqxffa+xXTWl1LdKqUNKqYNKqQ4VnVVUjDr+HpfP3AB8QqHPJxD1N/w8ptB9fo2IpU0dX7ytvdZq+bkTmZh+1fIjR6ItRauotbvyhgE0doqG8/ukSbIK+Nnnfs45hmJe9X+YctIZ2rEODiZVaLOk1toyzdc1ru/dbG2arONnmXYrvyBvF2KSM0i0Tr3VOPkP+PYJyweorm+V8XdVddhccQNeAzZqrRsCG62PCzMVWKO1bgK0BA5WUD5RwcL83TkVn3ZlYWraB8KfsCxVErHhiu1jkzPZfzbpUpMkWM7csnLMV/1hOhJT/DM3Hzcn/E5Y55KUJkm75+3pyceuz+CZdobRnqtoU9vXMudkIR+EktJzyMo1E+hZeHFrYb0Ol78zSZ4gL1dikjNJSM3iDtNewrc9D9WbwcBvLS0U4obYYnHrCyy03l8IXNXXWinlDdwJfA6gtc7SWl8ouJ2wD3X8PcjMMXM+3xx8ANw9DoKawfcjIPlyh5DfrAO38xe3y+t7XW6azMzJtfTCpOiFKSNiUmgS6IzaMc+y4rZPaKm+J2H7/D2dWZ3cgP/l3sWjOStQ0QcI8HQp9MwtNsXyu3mtM7e8TiV1Cy1uLkQnZWI6uZnPnCaT5dsABi+XVd1LyRaLW3Wt9TkA69fCFsmqB8QC85VSfyul5iqlrv6tEXYhr0nn6S93cvh88uUXnNzgX/MgMwW+fRzSLZ9v1h2IJsDThabB3pc2vbwy8+WOI8djU8k1a1wcTUXORHE0JoWHnH6HlPNw+0tl9a0JG+bn4UJKZg7jsh9Fu/rAqhcI9HAotENJXm/HaxW3eoGeDGhXi3us1+3yC/J2pXn6NtpueZqTugbJD30L7n5l+81UQYYUN6XUBqXU/kJuxW3rcQTaALO01q2BVK7RfKmUGq6U2qGU2hEbG1tG34GoSK1qVWPGo22ITEzn3um/MW1jBNl549KCmkCfaXDmT5hzJ4d3bWbNgfM83C70imsbeVMxncm3KnKEtZNI2zq+173mFp+SyYXUDLolfGOZwLlepzL/HoXtCbAuGBoSXBOHXhPg7A76ZK8p9Cw/b/Lja60+4GBSTHigBS1rFTgb05pOsYv53HESMc61GJT1Oj7+VxdAUXKGFDetdTet9c2F3FYA0UqpYADr15hC3iISiNRa/2l9/C2WYlfYsT7VWodrrcMDAwML20RUAve0CGbdS3fS6+Zgpqw/Qr8ZWy4tD0KLh+DxNWidS72V9/Os+0aevqv+Ffu7OTsQ4Ol8xZlbRHQyDiZFeB1fkjNzyMwpfJLcozEp9DT9hU/6GctZm4w3qhLyVsPu1zrE8jtWrzP3xX6Gb/LRq7aNLeLMrVBZafDdE7Q58jGrzbfwX++JZLr4X15OSZSKLf4UVwJDrPeHACsKbqC1Pg+cUUo1tj7VFfinYuIJo/h7ujDtkdbMHtSWiJgUnlm86/IZXK12rL39f2zObc5I8+d4fveoZbLZfEJ93a+45nYkOpk6/u7UsHbNvlbT5NGYZJ52XElOtXqy4nYVEl7Hjw71/OnfOtTygabvJ2Q7ejDH9D7pcaeu2DY2ORNnRxPersWc5iv+GMy7G/YvIyr8Vf6T/R/2R2dfOTuJKBVbLG4TgO5KqQigu/UxSqkQpdSP+bb7D7BYKbUXaAWMr/CkwhA9b67BhPub88fxeN5ddQCwLEr63sbzfOT/LuYe4+DUHzDzVlj1AiRbBs9axrrlP3NLoVGQ16VP6NdanDL36Caam07icMeLYHIodBthf2r5ufP18Fsvn435hLL11tl4kI7DVw9eusYLluIW6Oly9Wz+BWkNO+bB7Nvhwml4dIn1Gq4iOTPn6nklxQ0r5seMiqO1jsdyJlbw+Sigd77Hu4HwCowmbMj9bUI5HJ3MnM3HaVzdi6SMHM5eSOfDp27BVP8uyywmmyda/pDsXQq3vUhYtZ6sPZBOrlmTbZ3E9t4WwZemO7rWcIC2ZxYQb/LDv+WAivwWhQ1yCmnBv7P/j8UXJsI3A2HwMnB0ITbl2mPcLkmJgRXPQcRay3XbfrPAO4TAfPOaSnErO7Z45iZEsbxydxO6NgninVX/8MnPR+nRtDod61tnZPcIgN4T4bm/oGEP+GU8w/cP4la9h+ikDE7EpWLW0LC616U/KAmFDQc4vY1mmbvZEvCwjDkSBHi68Ie5GfvbvQ+nfoclgyDx5HUHcJORBL9Oghnt4cRm6PkBDFoO3iEAODmYLn3Aumq5G3HDpLiJSsvBpPh4QCvqB3qQYzbzeu+brt7Irx48tBAGL8fRwcQi5wm4LB/G6ZMRADSq7oW/deDtVc2SZ3di/moA57Qf0Y3krE1c7mRywP9u6D0Jjm+G6W156uI0GrgUGGqblgC/fghTW8DP70Foexi+GW4dAaYr//TmFUY/D6cK+T6qAptrlhSiJLxcnVj67w6cu5hR6OwPl9TvwvmBP7Ns+qu8dGYlXc5s5CWnewnzvgNnV0ecHNSVzZInt8BXD5Pt7MNDWf/lrRDpni0uF7e45Ezo+hQ0uYfcXydx3/YFmA79Ap82h7Q4SI2DbGvnpUY9LfOh1iy0QzdgGet26HyydCgpQ1LcRKVXzd2ZasVozqkZUI1Pcvvj12YQzQ9+xAvm72DWH9D1TZq5mUm/6GNZ9fjYz7BkIFSrzbqWszizOpoGQZ4V8J0IW+fi6ICXq+PlD0LeIcTdOZ7+v7dkfqMtNHaMgYCG4BFoaRqv1wlCWhf5vtWtZ27+UtzKjBQ3UWW4ODpQ3duFf9J9WaRe4p6a/XlZL4Dvn+Z7sMxOOsba261Gcxi8nMO/x+NgiqGWr9u131hUKYGelg4keWKTM4kigJO3jKFxsxo39J55qwnINbeyI8VNVCm1fN05GpPCqfhUTC07QtfH4MRm5vzwO07ZFxnWxheUCW59GtyqEZl4hmAf16vW6BJVl7+n8xXL3tzQAO4C8mY2kd6SZUeKm6hSQn3dWLknCrOGRtU9LRf263fmQFA19kReYFiXzldsfyYx/dKky0KApcdk3tRtkH/qrRsvbi1CffDzcL7+dWNRIvJxVFQptfzcyVs5p2GQ16XnLZ/Grx7nFpmYdmnSZSGgkDM36/2Aayx3Uxyta/uy683upXoPcSUpbqJKyStUjiZ1xfIj/h7OpGTmkJF9eX7JzJxcopMyL026LARYilhiWvalqd9ikzPxdnXE1Ulmr7ElUtxElZLXxBgW4HHFBLV5Y93yzy8ZdcGyRpecuYn88n5X8ibuvu4AbmEYKW6iSsk7C2tU/cqu/ZdnKblc3CKtkyxLcRP5BVrHuuU1R0pxs01S3ESVElzNFR83J1rX8r3i+cLmlzyTYJlkOdRPmiXFZQVntIlJziDwGuu4CeNIb0lRpTg5mNj0cie8CixNcvkP1uWOApGJaTiaFDW85Q+XuCyv00dc/jM36Qhic6S4iSqnsLFEhTdLphNSzQ0HkyxOKi7Lv0RSamYOqVm50ixpg6RZUgjAu5D5JWUYgCiMl4sjzg4m4lIyL529SXGzPVLchACUUvh5XDl+6UxiuhQ3cRWlFAGezsSlZJXJ7CSifEhxE8LKz8PlUrNkRnYusckyxk0Uzt/ThbiUzMvFTa652RybK25KKT+l1HqlVIT1q28h2zRWSu3Od0tSSr1oRF5hP/w9nC81S569YOkpWctPztzE1QI8nYlPzbw0HCBv4mNhO2yuuAGvARu11g2BjdbHV9BaH9Zat9JatwLaAmnA8oqNKexN/im4IhOtwwDkzE0Uwt/ThXhrs6SDScls/jbIFotbX2Ch9f5CoF8R23cFjmmtT5VrKmH3/DycLzVLygBucT0B1uIWk5SJv4ez9Ki1QbZY3Kprrc8BWL8GFbH9AODrck8l7F7++SXPJKTj5KAuLUUiRH4Bns5k5Zo5HpcinUlslCHj3JRSG4DCVvV7o4Tv4wz0AUZdZ5vhwHCA2rVrl+TtRRWTf37JyMQ0GeMmrilvIPehc8m0DbuqW4CwAYYUN611t2u9ppSKVkoFa63PKaWCgZjrvFUvYJfWOvo6x/oU+BQgPDxc32hmYf/yD+SOlHXcxHXkDeROzsyRnpI2yhabJVcCQ6z3hwArrrPtI0iTpCgjAdY/WHEpmUTKGDdxHfnXXZNmSdtki8VtAtBdKRUBdLc+RikVopT6MW8jpZS79fVlhqQUdsfPw/JHKupCBnEpmVLcxDXlnbmBFDdbZXNzS2qt47H0gCz4fBTQO9/jNMC/AqMJO5fXLLk38gIgwwDEtfm5O6MUaC3FzVbZ4pmbEIbIm19y95m84iZnbqJwjg6mS2Pb5JqbbZLiJoRV3vySETEpANSSddzEdeRdo5UzN9skxU2IfPw8XMg1a5wdTPKJXFyXv/UabZCs92eTpLgJkU/ep/Gavm6YZIybuI4ALxfcnBzwcHYwOooohM11KBHCSHmdSuR6myhKz2Y1CPR0QSn5EGSLpLgJkY8UN1Fc97QI5p4WwUbHENcgzZJC5JM3OFeGAQhRuUlxEyIfOXMTwj5IcRMin2AfS8+3egGeBicRQpSGFDch8rmzYSD/G9GB5qE+RkcRQpSCFDch8jGZFO3C/IyOIYQoJSluQggh7I4UNyGEEHZHipsQQgi7I8VNCCGE3ZHiJoQQwu5IcRNCCGF3pLgJIYSwO0prbXSGCqOUigVO3eDuAUBcGcYpS7aazVZzge1ms9VcYLvZbDUX2G62kuaqo7UOLK8w5aFKFbfSUErt0FqHG52jMLaazVZzge1ms9VcYLvZbDUX2G42W81VlqRZUgghhN2R4iaEEMLuSHErvk+NDnAdtprNVnOB7Waz1Vxgu9lsNRfYbjZbzVVm5JqbEEIIuyNnbkIIIeyOFLdiUEr9Ryl1WCl1QCk1Md/zo5RSR62v3V3Bmd5RSp1VSu223nrbQq4CGV9WSmmlVIAtZFNKvaeU2mv9ea1TSoXYQi7r8T9USh2y5luulKpmC9mUUg9af+/NSqnwAq8Z/numlOppPf5RpdRrRmTIl2WeUipGKbU/33N+Sqn1SqkI61dfA3LVUkptUkodtP5bvmAr2cqV1lpu17kBnYENgIv1cZD1a1NgD+AC1AWOAQ4VmOsd4OVCnjc0V74ctYC1WMYVBthCNsA73/3ngdm2kMuaoQfgaL3/AfCBLWQDbgIaA78A4bb0ewY4WI9bD3C25mlakRkK5LkTaAPsz/fcROA16/3X8v5dKzhXMNDGet8LOGL99zM8W3ne5MytaE8DE7TWmQBa6xjr832Bb7TWmVrrE8BRoL1BGfOzlVwfAa8A+S/qGppNa52U76FHvmyG/8y01uu01jnWh9uAUFvIprU+qLU+XMhLhv/MrMc7qrU+rrXOAr6x5jKE1vpXIKHA032Bhdb7C4F+FRoK0Fqf01rvst5PBg4CNW0hW3mS4la0RsAdSqk/lVKblVLtrM/XBM7k2y7S+lxFes7ajDUvX5OC4bmUUn2As1rrPQVesoVs45RSZ4CBwFu2kquAYcBP1vu2li2PLeSyhQxFqa61PgeWIgMEGRlGKRUGtAb+xMaylTVHowPYAqXUBqBGIS+9geVn5AvcCrQDliql6gGqkO3LtOtpEblmAe9Zj/keMBnLH8Vyz1WMbK9jaWa7ardCnquwn5nWeoXW+g3gDaXUKOA54O2KyFWcbNZt3gBygMV5u5V3tuLkKmy3Qp6r6K7XtpCh0lBKeQLfAS9qrZOUKuzHZz+kuAFa627Xek0p9TSwTFsapv9SSpmxzMsWieW6Up5QIKqichXI+Bnwg/VhueeCa2dTSjXHcg1mj/U/TyiwSynVviKyFfdnBnwFrMZS3Az9meVRSg0B7gW6Wn/fqIhsJfiZ5VchP7NKkKEo0UqpYK31OaVUMBBT5B7lQCnlhKWwLdZaL7OlbOVFmiWL9j3QBUAp1QjLhes4YCUwQCnlopSqCzQE/qqoUNZfxjz9gbweWobm0lrv01oHaa3DtNZhWP4AtdFanzc6m1KqYb6HfYBD1vuG5rJm6wm8CvTRWqfle8nwbNdgC7m2Aw2VUnWVUs7AAGsuW7ISGGK9PwS41plwuVGWT5mfAwe11lNsKVu5MrpHi63fsBSzL7EUj11Al3yvvYGlt9ZhoFcF51oE7AP2YvklDbaFXIXkPIm1t6TR2bB8ct1v/ZmtAmraQi7r8Y9iuX6023qbbQvZsHxwigQygWhgrS3kypehN5bef8ewNKNWeIZ8Wb4GzgHZ1p/ZE4A/sBGIsH71MyDX7Viaa/fm+/3qbQvZyvMmM5QIIYSwO9IsKYQQwu5IcRNCCGF3pLgJIYSwO1LchBBC2B0pbkIIIeyOFDchyoFSyj/fig3n863gkKKUmml0PiHsnQwFEKKcKaXeAVK01pOMziJEVSFnbkJUIKVUJ6XUD9b77yilFlrXljuplLpfKTVRKbVPKbXGOmUSSqm21km7dyql1haYnUYIUQgpbkIYqz5wD5blR74ENmmtmwPpwD3WAjcd+JfWui0wDxhnVFghKguZOFkIY/2ktc5WSu3DsvjmGuvz+4AwLAuF3gyst05E7YBliichxHVIcRPCWHmL4JqVUtn68kVwM5b/nwo4oLXuYFRAISojaZYUwrYdBgKVUh3AsnSJUqqZwZmEsHlS3ISwYVrrLOBfwAdKqT1YZnTvaGwqIWyfDAUQQghhd+TMTQghhN2R4iaEEMLuSHETQghhd6S4CSGEsDtS3IQQQtgdKW5CCCHsjhQ3IYQQdkeKmxBCCLsjxU0IIYTdqVITJwcEBOiwsDCjYwghRKWyc+fOOK11oNE5SqJKFbewsDB27NhhdAwhhKhUlFKnjM5QUtIsKYQQwu5IcRNCCGF3pLgJIYSwO1LchBBC2B0pbkIIIeyOFDchhBB2p0oNBRDXprXmRNIJTl08RWx6LDFpMcSmx5JjzsFBOeBocsTR5EigWyA1PWtS06smoZ6h+Lv5Gx1dCCGuIsWtitJacyjhEFuitrA7Zje7Y3dzMfPipddNyoSfqx8uDi5km7PJNeeSZc4iOSv5ivcJ8QihVVArWge1pm31tjSo1gClVEV/O0IIcQUpblXM+dTzrD6+mh+O/8DRC0cBqOtTl661u9IqsBUNfRsS5B6En6sfjqarfz3SstOISonibMpZTiadZE/sHraf386PJ34EoLZXbbrV6UaPOj1o6t9UCp0QwhBKa210hgoTHh6uq+oMJRGJEczaM4sNpzag0bQKbMV99e+jW51u+Ln6leq9tdacTTnLtnPbWH9qPX+e+5NcnUuoZygPNX6I/g36U821Whl9J0KIiqaU2qm1Djc6R0lIcbNzxy8cZ/ae2aw5uQZ3J3ceafII/Rv0p7Z37XI75oWMC2w6s4kVx1awM3onziZnetbtyaCbBnGT/03ldlwhRPmQ4mbjqlJxS8tOY/rf0/nq0Fe4OLgw6KZBDGk2BB8XnwrNcSTxCEsPL2XlsZWk56TTKbQTI1qNoJl/swrNIYS4cVLcSnpwpXoCUwEHYK7WekKB1zsBK4AT1qeWaa3HFGffwlQY15JgAAAgAElEQVSV4rb9/Hbe2vIWkSmRPNz4YZ5p9Uypmx5LKzkrma8Pfc3CAwtJykrirtC7eLbVs3ImJ0QlIMWtJAdWygE4AnQHIoHtwCNa63/ybdMJeFlrfW9J9y2MvRe3jJwMJu2YxJLDS6jlVYt3O75LuxrtjI51hZSsFL469BULDywkOSuZfg368Xyb5wlwCzA6mhDiGipjcTNyEHd74KjW+rjWOgv4BuhbAfvapfOp5xm6ZihLDy9lcNPBfNfnO5srbACezp4MbzGcNQ+s4bGmj7Hq2CruXX4vn+/7nKzcLKPjCSHshJHFrSZwJt/jSOtzBXVQSu1RSv2klMq7UFPcfauEPbF7eGT1I5y4eIJpXabxSrtXcHN0MzrWdXk5e/Fyu5dZ3nc57aq34+NdH/OvVf9iV/Quo6MJIeyAkcWtsAFQBdtIdwF1tNYtgenA9yXY17KhUsOVUjuUUjtiY2NvOKytWnF0BY+veRxXB1cW915Mp1qdjI5UImE+YUzvOp2ZXWeSmZPJkDVDGLttLClZKUZHE0JUYkYWt0igVr7HoUBU/g201kla6xTr/R8BJ6VUQHH2zfcen2qtw7XW4YGBlWqV9CJ9ceALRm8ZTZugNnx9z9c08G1gdKQbdkfoHSzvu5xBNw1i6eGl9F3Rly1ntxgdSwhRSRlZ3LYDDZVSdZVSzsAAYGX+DZRSNZR1igulVHsseeOLs6+9W7B/AR/u+JDudbozq/ssuxgk7e7kzqvtX+XL3l/i5eTFiA0jmPDXBDJyMoyOJoSoZAwrblrrHOA5YC1wEFiqtT6glBqhlBph3exfwH6l1B5gGjBAWxS6b8V/F8aYu28uk3dOpkedHnxw5wc4mZyMjlSmWgS24Jt7v2HQTYNYfHAxA34YwKGEQ0bHEkJUIjKIu5KZu28uU3dNpVdYL8bfMb7Q+R/tydazWxm9ZTSJmYm8HP4yjzZ5VOarFKKCyVAAUa6+P/o9U3dNpXfd3lWisAF0rNmRZX2WcVvIbUz4awL/3fzfq1YmEEKIgqS4VRJ/nfuLd7e+yy3BtzD29rFVorDlqeZajWldpvF/bf+Pn0//LM2UQogiSXGrBI5fPM6Lv7xIbe/aTOk0xe6usRWHSZl4/ObHmXf3PDJyMhi4eiCrjq0yOpYQwkZJcbNxCRkJPLPhGZxMTszoOgNvZ2+jIxmqTfU2LL1vKS2DWvL6768zcftEcsw5RscSQtgYKW42LMecw0ubXiIuPY7pXaYT6hVqdCSb4O/mz5zucxh00yAW/bOIERtGcCHjgtGxhBA2RIqbDZu5eya7Ynbxdoe3aRHYwug4NsXJ5MSr7V/lvdve4+/ovxmwegDHLhwzOpYQwkZIcbNRf0T9wdx9c+nfoD/31b/P6Dg2q1+DfizouYDM3EwG/TiIrVFbjY4khLABUtxsUFx6HKN+G0Vdn7q81v41o+PYvOaBzfmq91eEeIbwzIZnWHp4qdGRhBAGk+JmY8zazKjfRpGSncKkuybh7uRudKRKIdgzmC96fcFtNW/jvW3vMXH7RMzabHQsIYRBpLjZmPn757Pt3DZGtR9FQ9+GRsepVDycPJjWeRoDbxrIon8W8fLml8nMzTQ6lhCGi0uPMzpChZPiZkOOXzzOjN0z6F6nO/c3vN/oOJWSg8mB19q/xsvhL7P+1HqGrxvOxcyLRscSwjAH4g/Q49sebDq9yegoFUqKm40wazPvbH0HN0c3Xr/ldZk/sZSGNBvCh3d+yL64fQz+aTBRKYWuiCSEXdNaM/GviXg5e9GuRjuj41QoKW42YsnhJfwd8zevtHuFALcAo+PYhZ51ezKn+xzi0uIY/ONgIhIjjI4kRIXacHoDu2J28WyrZ/F09jQ6ToWS4mYDzqWc4+OdH9MxpCN96vcxOo5daVejHQt6LUCjGbJmCH/H/G10JCEqRGZuJpN3TKZBtQZV8jKHFDeDaa0Zs20MGs1bHd6S5shy0Mi3EYt6L8LP1Y/h64bza+SvRkcSotwtPriYsylnGdluZJWaaD2PocVNKdVTKXVYKXVUKXXVgC6l1ECl1F7rbatSqmW+104qpfYppXYrpSrtIm0/nfiJ38/+zvOtn6emZ02j49itmp41WdhzIXV96vL8z8/LpMvCrsWnx/Pp3k+5M/ROOoZ0NDqOIQwrbkopB2AG0AtoCjyilGpaYLMTwF1a6xbAe8CnBV7vrLVuVdkW0cuTlp3G5J2TaerflEeaPGJ0HLvn7+bPvLvn0bZ6W17//XW+OfSN0ZGEKBczds8gMyeT/4b/1+gohjHyzK09cFRrfVxrnQV8A/TNv4HWeqvWOtH6cBtgVzMHLziwgJi0GF5t9yoOJgej41QJns6ezOw2k06hnRj35zjm7ptrdCQhytThhMN8F/EdDzd5mHo+9YyOYxgji1tN4Ey+x5HW567lCeCnfI81sE4ptVMpNbwc8pWr86nnmb9/PneH3U2b6m2MjlOluDi4MKXzFO6pdw9Td03lo50fobU2OpYQpaa1Zvyf4/Fx9uHplk8bHcdQRl5lLKznRKF/YZRSnbEUt9vzPX2b1jpKKRUErFdKHdJaX9VTwFr4hgPUrl279KnLyMe7PsaszbzU9iWjo1RJTiYnxt8+Hk8nT+btn0dqdiqv3/I6JiV9rETltfrEanbF7OKdDu/g4+JjdBxDGVncIoFa+R6HAleNtFVKtQDmAr201vF5z2uto6xfY5RSy7E0c15V3LTWn2K9VhceHm4TH8/3xO5h9fHVPNX8KelEYiCTMvHGLW/g4eTBvP3zSM9J592O71bJnmWi8kvJSmHyjsnc7H8z/Rv2NzqO4Yz8X7wdaKiUqgucBQYAj+bfQClVG1gGDNZaH8n3vAdg0lonW+/3AMZUWPJSMGszE/+aSIBbAE82f9LoOFWeUooX27yIm6Ob5SJ8bibv3/E+TiYno6MJUSJz9s4hLj2OaZ2nSQsEBhY3rXWOUuo5YC3gAMzTWh9QSo2wvj4beAvwB2Zax3/lWHtGVgeWW59zBL7SWq8x4NsosXUn17E3bi9jOo6RGf9thFKKES1H4OboxqQdk8jMyWRSp0m4OLgYHU2IYjl+4Thf/vMl/Rv0p3lgc6Pj2ARVlS6kh4eH6x07jBsSl2vOpd+KfjiaHPn2vm+lh6QNWnJoCWP/HEvHkI583Plj3BzdjI4kxHVprRm+fjgH4g6wqv8q/N38y/wYSqmdlW3IlZy7VqAfT/zIyaSTPN3yaSlsNurhJg8zpuMY/oj6g+c2PkdadprRkYS4rp9O/MS2c9t4tvWz5VLYKispbhUkx5zD7D2zaezbmG51uhkdR1xH/4b9GX/HeHZE72DEhhGkZKUYHUmIQl3MvMgH2z+gmX8zBjQeYHQcmyLFrYKsOraK08mneabVM3KxtxK4t969TLxzIvti9zF8/XCSspKMjiTEVabumsqFzAu81eEtaQ0qQP7KVoBsczZz9s6hqX9TOtfqbHQcUUx3h93NlE5TOJhwkCfXPimLngqbsjtmN/878j8ebfIoTf0LzlwopLhVgBVHV3A25SzPtnpWZv2vZDrX7szUzlM5duEYT6x9goSMBKMjCUG2OZsx28ZQ3b06z7V+zug4NkmKWznLys1izt45tAhowR017zA6jrgBd4beyfQu0zmZdJIn1j5BfHp80TsJUY4W/bOIiMQIRt0yCg8nD6Pj2CQpbuVs9fHVnE89zzOtnpGztkqsY82OzOg6g7MpZxm2dhixabFGRxJV1KmkU8zcPZNOtTrRtXZXo+PYLClu5ciszSw4sIAmfk2q7JpK9uSW4FuY2XUm51LPMWztMKJTo42OJKoYszbz9ta3cTY5M/qW0UbHsWlS3MrRb5G/cfzicYY0GyJnbXYivEY4c7rPITY9lsfXPs751PNGRxJVyP8O/4+d0TsZ2W4k1T2qGx3HpklxK0fzD8ynhkcN7g672+googy1DmrNnO5zSMxIZOiaoZxNOWt0JFEFRKVEMWXnFDoEd6Bfg35Gx7F5UtzKyb7YfeyM3sngmwbLJLx2qGVgSz7r8RlJWUk8vuZxziSdKXonIW6Q1poxf4xBo3m749vSElQMUtzKyfwD8/Fy8uKBRg8YHUWUk5sDbmZuj7mk5aQxdO1QTiWdMjpShcmJjyfz6FHS9+0j9a+/SN32J+b0dKNj2a0Vx1awJWoLL7V9SZbJKiZZuKocnEk6w8bTG3m82ePSTdfONfVvyuc9PuepdU/x+JrHmXv3XOr51DM6VrlJ37OH+Lmfk7xhAxSYdN3k7o5n165439Mbz9tuQzlJi0VZiEqJ4oO/PqBt9bY83Phho+NUGlLcysEX/3yBSZl49KZHi95YVHqN/Rrz+d2f8+S6Jxm2Zhhze8ylgW8Do2OVqdStW4mbOYu0HTsweXvj/9RTuN7UBOXqisnNDZ2ZSfKGDSStW0/SqlU4+PkR+J/nqPbggyhH+TNzo8zazOgtozFrM2NvGytT95WALHlTxi5mXqTb/7rRs25P3rvtvXI9lrAtxy8e58m1T5JjzuGzHp/R2K+x0ZFKTefkEPPRRyR8Pg/H4GD8hw7B54F/4eBZeIuEzsoiZcsWEubNJ237dlwaNaL666PwuPXWCk5uHxYeWMikHZMY03GMoatry5I3JaSU6qmUOqyUOqqUeq2Q15VSapr19b1KqTbF3dcoK46uICM3g0E3DTI6iqhg9XzqMb/nfJwdnBm2dhgH4g8YHalUcuLiOD3sCRI+n0e1RwZQf+0a/IYMuWZhA1DOznh17kztLxZSc+pUzKmpnB76OJH/eZ7saBkXWBJHE48ybdc0OtXqJL0jb4BhxU0p5QDMAHoBTYFHlFIFZ//sBTS03oYDs0qwb4UzazNLjyylVWAru/jULkqujncdFvRcgKeTJ0+tfYo9sXuMjnRD0nfv5sQD/yJ9zx6CJ7xP8NtvY3J2Lvb+Sim87+5BvR9XE/jiC6T8+ivH77mXxG+WoM3mckxuH7Jzsxn1+yg8nT15p8M70jvyBhh55tYeOKq1Pq61zgK+AfoW2KYv8IW22AZUU0oFF3PfCvfnuT85lXSKh5vIRd+qLNQrlAU9F1DNtRrD1w1nZ/ROoyOVSPIvv3BqyFCUszNh33xNtX43ftZgcnEhYMQI6q1cgevNN3P+nXc4/dgQMo+fKMPE9ueT3Z9wKOEQb3d4WxYgvUHFKm5KqUCl1OtKqU+VUvPybqU8dk0g/+CgSOtzxdmmOPtWuCWHl+Dr4kuPOj2MjiIMFuwZzIKeCwhyD2LE+hH8EfWH0ZGK5eKqVUQ+9x9cGjYkbOkSXG+6qUze17lOHWrPn0fwuLFkHDnCiX79iJs1C52VVSbvb0+2nt3KvP3zeKDhA3Sp3cXoOJVWcc/cVgA+wAZgdb5baRR2nl2wd8u1tinOvpY3UGq4UmqHUmpHbGz5TXZ7PvU8m85son/D/jg7FL/5RtivIPcg5vecTy3vWjy38Tk2n9lsdKTrSli8mKiRr+Depg21F8zH0de3TN9fKUW1Bx6g/uof8OrWldip0zjxwAOk/f13mR6nMotLj2PU76Oo71OfV9u/anScSq24xc1da/2q1nqp1vq7vFspjx0J1Mr3OBSIKuY2xdkXAK31p1rrcK11eGBgYCkjX9u3R75Fa82DjR4st2OIyifALYD5d8+noW9DXtz0ImtPrjU6UqHiZs8m+r2xeHbpQq3PPsXB07PcjuUYGEjNKVMInT2L3NRUTj06kPNjx1X5QeBmbeb1314nNTuVD+/6EDdHN6MjVWrFLW4/KKV6l/GxtwMNlVJ1lVLOwABgZYFtVgKPWXtN3gpc1FqfK+a+FSbbnM13Ed9xR+gdhHqFGhVD2CgfFx8+6/EZzQOb88qvr7Di6AqjI12itSZm6lRiP56KT98+hE6bisnFpUKO7dWpE/VXrcJ30CASv/ySE/36V+mzuAUHFvDHuT94pd0rNPRtaHScSq+4xe0FLAUuQymVbL0llebAWusc4DlgLXAQWKq1PqCUGqGUGmHd7EfgOHAU+Ax45nr7liZPafx8+mfi0uNk9gBxTV7OXszuNpv2Ndozestovjr4ldGRLIVt0iTiZ82m2oP/Ivj99yt8wLXJw4Mab7xO7YUL0dnZnBo4iJjJUzBXsWtxu2N2M33XdLrX6S6tP2VEBnGXgWFrhxGVEsXq/qtxMDmU+fsL+5GZm8nIzSPZdGYTL7R5gSebP2lIDq010ePfJ3HRInwffYTqo0ejTMbOfpGbkkL0++9z8btluLVtS+gn08v8up8tik+P56EfHsLJ5MSSe5fg4+JjdKSr2PUgbqVUH6XUJOvt3vIMVZmcSTrD9vPbeaDhA1LYRJFcHFyY3Gky99S7h6m7pvLxzo+p6A+YWmuix44jcdEi/IYMofqbbxpe2AAcPD0JGTeOkMmTyNi3j1MDHiHrlH1PRp1jzuGVX1/hYuZFPu78sU0WtsqquEMBJmBpmvzHenvB+lyVt/L4ShSK++rfZ3QUUUk4mZwYf/t4Hmr0EJ/v/5z3tr1Hrjm3wo4fO+UjEhcvxm/oUIJee9XmBgj73HMPtRfMJ/fiRU4+PIC0XbuMjlRupv09jb/O/8Wbt75JE78mRsexK8X9uNYb6K61nqe1ngf0tD5XpZm1mZVHV9IhpAM1PGoYHUdUIiZlYvSto3mq+VP878j/eOXXV8jKLf/rTHGz5xD/2WdUG/AwQa++YnOFLY97mzaELfkGh2rVOD30cVJ+/dXoSGVuw6kNzN8/n4caPUTfBobPQWF3StIWUS3ffTl3Bnac30FUahR968svpig5pRTPt3mel8NfZt2pdTy38TnSstPK7XgJX3xB7Mcf493nPmq89ZbNFrY8znXqUOfrr3Bp0IDIF18ifX/lnqszv+MXjjN6y2iaBzSX8WzlpLjF7X3gb6XUAqXUQmAnML78YlUOK46twNPJU2YREKUypNkQxt42lr/O/8WT654kMSOxzI9xcfVqose/j1f3boSMH28T19iKw9HXl1pzZuNYrRpnRowgK/Ks0ZFK7ULGBZ7d+CyuDq5M6TRFJn0oJ8X6Dddafw3cCiyz3jporb8pz2C2LjU7lfWn1tOzbk9cHV2NjiMqub4N+vJRp484kniEx356jMjkyDJ774wjRzg3+k3c2rYlZPLkSre+mmNgILU++xSdnc2Zp54i98IFoyPdsOzcbF765SVi0mKY2mWqXM4oR9ctbkqpJtavbYBgLDODnAFC8i8/UxWtO7mO9Jx0aZIUZaZz7c581uMzEjISGPzTYA4lHCr1e+YmJ3P2P89j8vSg5kdTSjSzvy1xqV+fWjM+ITsykjPPPlcpx8FprRn751h2RO9gzG1jaBnY0uhIdq2oM7f/s36dXMhtUjnmsnkrjq0gzDtMfkFFmWod1Joven2Bo8mRoWuGsu3ctht+L202E/XaKLIiIwn96COcgoLKMGnFcw8PJ2TiB6Tv3Ens5ClGxymxRf8sYlnEMoa3GM499e4xOo7du25x01oPt97tpbXunP9GFe4teSbpDDujd9K3QV+bvygvKp/61eqzqNcigj2CeXrD06w8dmMzy8XP/ZyUjRup/spI3MMr1fjba/Lu1QvfgQNJWLiQlN9+NzpOsW04tYFJOybRvU53nm31rNFxqoTiXlXeWsznqoS8sW331pOx7KJ81PCowcJeC2kb1JY3fn+DWXtmlWiwd/ru3Zaekb174fvYY+WYtOIFjXwZl4YNiRo1ipz4eKPjFGnH+R28+uurtAhswbjbx2FSlaMzT2VX1DW3GkqptoCbUqq1UqqN9dYJcK+QhDZGa80Px37gluBb5GKwKFfezt7M6jaLPvX7MHP3TEZvGU12bnaR++mcHM69OwbHgABqjHnP7loXTK6uhEyehDkpiXNvjK7wGV5K4kjiEZ7/+XlqetXkky6fyEz/FaioblN3A0OxLCmTv5E7GXi9nDLZtAPxB4hMiWR4i+FFbyxEKTk5ODH2trHU8qrFjN0zOJ96nimdplx3mqbEr78h8+BBan40BQdPjwpMW3FcGzUiaORIoseNI/Grr/AbONDoSFc5l3KOpzc8jZujG7O7zaaaa7WidxJlpqhrbgut19eGFrjm1kdrvayCMtqUNSfW4GhypGudrkZHEVWEUooRLUcw/vbx/B3zN4+ufpTjF48Xum1OXByxU6fi0bEDXj17VnDSiuU7aCAed91JzAcTyTx+wug4V4hPj2fEhhGkZacxs9tMQjxDjI5U5RTVLDnIejdMKfV/BW8VkM+mmLWZNSfXcHvI7Xg7exsdR1Qx99W/j3l3zyMlO4VBqwexNerqy94xH36IOTOT6qPftLvmyIKUUoSMHYtyc+Pcm2+izWajIwGWQdpPrX+KqJQopneZTmO/xkZHqpKKurKZ16bhCXgVcqtSdsfsJjotmp517fsTsbBdrYJa8fU9X1PDswbPbHiGxQcXX7rmlLZ9OxdXrMR/2DBc6tU1OGnFcAwMpPprr5G+cyeJ3xg/r0RSVhLD1w/n1MVTTOsyjfAa9tFLtTIyZD03pZQfsAQIA04CD2mtEwtsUwv4AqgBmIFPtdZTra+9AzwFxFo3f11r/WNRxy3tem7jto3j+6Pfs/nhzbg7Vcn+NMJGpGanMuq3UWw6s4k+9fswOnwU5x58lNzUFOr/8AMm96rz+6m15syTT5H+99/U+2EVTiHGNAGmZKUwfP1wDiYcZGrnqdwZeqchOcqD3a7nppSaqJTyVko5KaU2KqXi8jVZ3ojXgI1a64bARuvjgnKA/2qtb8Iy9dezSqmm+V7/SGvdynorsrCVVo45h3Wn1nFn6J1S2IThPJw8+LjzxzzT6hlWHlvJ5An9yYyIoPorr1SpwgaW5ska776LBs69/Y4hvSeTspIYsWEEB+MPMvmuyXZV2Cqr4g646KG1TgLuxTIFVyNgZCmO2xdYaL2/EOhXcAOt9Tmt9S7r/WTgIFCzFMcslR3RO0jISJAmSWEzTMrE0y2f5pO7ptFxfRSRQQ4cuLnKXS0AwDm0JkEvvUTqb7+RtPLGBr3fqPj0eJ5Y+wQH4g/w4V0fykTqNqK4xc3J+rU38LXWOqGUx62utT4HliIGXHdeIKVUGNAa+DPf088ppfYqpeYppa65Fr1SarhSaodSakdsbOy1NivSmhNrcHd0546ad9zwewhRHlr/k05wvJnN3arz741PM3P3zApd/NRW+D76CG6tWxM9/n1y4uIq5JjnU88zdM1QTl48yfQu0+lWp1uFHFcUrbjFbZVS6hAQDmxUSgUCGdfbQSm1QSm1v5BbiWYaVkp5At8BL1rPHgFmAfWBVsA5LHNdFkpr/anWOlxrHR4YGFiSQ1+SnZvN+lPr6VK7i6wAIGyKNpuJmzUL5/r1GfXqCu6tdy+z9szi3xv+TVx6xfyBtxXKwYHgse9hTksjenz5r8h1Ouk0Q34aQmx6LLO7z+b2mreX+zFF8RV3yZvXgA5AuNY6G0jF0rR4vX26aa1vLuS2AohWSgUDWL/GFPYeSiknLIVtcf5xdVrraK11rtbaDHwGtC/O93Gj/jj3B0lZSfSq26s8DyNEiSWv30BmxFECRozAw8WTcbeP492O77I7ZjcPrXqoVBMvV0Yu9esT8MzTJP34E8k//1xux9kds5tBPw4iLSeNz3t8TtvqbcvtWOLGFLdDiRMwGFiilPoWeAIozaRuK4Eh1vtDgBWFHFMBnwMHtdZTCrwWnO9hf2B/KbIUac2JNXg7e9MhuEN5HkaIEtFmM3EzZ+IcFoZ3b8sHL6UU9ze8n8W9F+Ph5MHwdcOZsmNKsabtshf+TzyBS+PGnH/nXXKTk8v8/decXMMTa5/Ay9mLRb0W0SygWZkfQ5RecZslZwFtgZnWWxvrczdqAtBdKRUBdLc+RikVopTK6/l4G5aC2kUptdt6y1uJYKJSap9Sai/QGXipFFmK9Gr7V5nWZRpODk5FbyxEBUnZtInMw4fxH/FvlIPDFa819mvM0vuW8mCjB5l/YD4Dfxx4zVlN7I1ydiZ47Fhy4uKI+bDsVubSWjN331xGbh5Js4BmfNn7S8J8wsrs/UXZKtY4N6XUHq11y6Kes3WlHecmhK3QWnPywYfIvXiR+j/9eN3VtX8+/TNvb32bjJwMXmjzAo/e9GiVmJk+euKHJMybR+2FC/G4pXRXLtJz0hnzxxh+OP4Dver24r3b3sPFwaWMkto+ux3nBuQqpernPVBK1QOqXncsIWxE2vbtZOzfj/+TT163sAF0qd2FZX2W0T64PR9s/4DH1zzOqaRTFZTUOIH/eQ6n2rU5N3o05tTUG36fU0mnGPjjQFYfX82zrZ7lgzs+qFKFrbIqbnEbCWxSSv2ilNoM/Az8t/xiCSGuJ2H+Ahx8ffHp26dY2we6B/JJl08Yf/t4Ii5E8MDKB1h4YCE55pxyTmock5sbIePGkh0ZSfSkG2ue3Hh6IwN+GEBsWiyzu81mRMsRdj9np70obm/JjUBD4HnrrbHWelN5BhNCFC7zxAlSNm3C95FHMLkWf2iKUor76t/H932/p0NwBybtmMQjqx9hT+yeckxrLPd27fAbMoQLX39Dyu9bir1fek4647aN48VNLxLmHcaSe5fQsWbHckwqylpxe0u6As8C7wBvAU9bnxNCVLCEL75AOTnh++gjN7R/kHsQ07pMY/Jdk0nISGDwj4N59493uZh5sYyT2obAF1/AuX59zr3xBrlJSUVuvy92Hw+teohvDn/DoJsGsbDXQlmyphIqbrPkF0AzYDrwCdAUWFReoYQQhctJTOTi8u/x7nMfjgEBN/w+Sil6hPVgZb+VDG46mOURy7ln+T0sPriYbLN9DRswuboSMmECOXFxRI8bd83tsnOzmbF7BoN/GkxGbgZze8zl1fav4uzgXIFpRVkpbnFrrLV+Qmu9yXobjmV+ySoh9c+/iJ3+idExhODCkqXojD7apGIAACAASURBVAz8hgwpeuNi8HDyYGS7kSy5dwlN/Jow4a8J3L/ifn4+/bMhExCXF7fmNxPw739zccVKktavv+r1bee2cf/K+5m9Zza96/bmuz7fcUvwLQYkFWWluMXtb6XUrXkPlFK3AMVvwK7kUn75hbgZM0jeuNHoKKIKM2dlkbD4Szxuuw3XRmX72bKxX2M+6/4ZM7rOwKRMvLDpBYasGcK2c9vspsgFjPg3rk2bcn70m2RHRwMQkxbDyM0jeWrdU+TqXGZ1m8X4O8bLYsR2oLjj3A4CjYHT1qdqY5ml3wxorXWLcktYhm50nJs5K4uTAwaQczaKuitX4FS9ejmkE+L6Lnz/PedeG0WtuXPxvP22cjtOjjmHZRHLmLN3DjFpMbQJasMzrZ6hfY32lb6nYObxE5x44AGcmzdj9QvtWHToS3LNuTzZ/EmGNR8mXfyvoTKOcytucatzvde11pVi0ExpBnHn/adwa9mS2vM+R5nsfxCssB1aa0706w/mXOquXFkhRSYzN5NlEcuYu3cuMekxtAhoweCmg+lWpxuOpuuPrbNV6TnpbPhkFA1mr+XLziayBvTm+dbPU8u7ltHRbFplLG7FHQpwCkgCfAD/vJvW+lRlKWyl5VKvLjXeeJ20bduI//xzo+OIKiZ1y1YyDx/Gb+jjFXb25OLgwiNNHuHHB37kjVve4ELmBUb+OpJey3oxf/98LmRcqJAcZSEuPY4Zu2fQ87uevF5tAxGtAxn0q2KM32NS2OxUcc/c3gOGAseAvB201rpSrcpX2um3tNacffElkjduJOzrr3Br3rwM0wlxbaeHDSMz4ij1N27A5GxM771ccy6/Rv7KooOL2H5+O44mRzrX6ky/Bv3oGNLR5s7mtNYciD/A14e+5qcTP5FjzuGu0Lt4/ObHaelan+P9+qOcnaj73TIcPD2MjmvTKuOZW3GL22GgudY6q/wjlZ+ymFsy9+JFy38KJyfqLvsOB0/PMkonROEy/vmHE/c/QOB//4+Ap54yOg4ARxKPsDxiOauPryYxM5FAt0C61O5C19pdCa8RjpPJuEnGI5MjWX18NT8c/4GTSSdxc3Sjb/2+DGo6iDrel6+wpG3fzqkhQ/G57z5CPphgWN7KwJ6L23fA01rrQtddqyzKauLktB07OPXYELx79ybkw4mV/iK7sG1nXx5Jys8/0+CXTTh421YvvuzcbH6N/JVVx1ex5ewWMnIz8HL24vaat3NLjVsIrxFOba/a5fp/JNucze6Y3WyN2sqWs1s4mHAQgPDq4dxb7166h3W/Zu/H2GnTiZs5k5APJuDTt0TrKFcp9lzcwrGsubYfyMx7XmtdvIntbERZrgoQO3MmcdOmEzx+PNXu718m7ylEQdlnz3K0x934DR5M9ddeNTrOdaXnpLMtahsbT2/kt7O/kZCRAECQWxCtglrRyLcRDX0b0si3ESGeITe0MkG2OZuolCgOxh/kn/h/+Cf+H/bF7SMtJw1H5UiLwBbcGXonvev2JtgzuMj30zk5nBo6lIx/DlL3u29xqVu3xJmqAnsubgeAOcA+LN3/AdBaby6/aGWvLIubzs3l9OPDSN+3z/Kfol69MnlfIfKLfv99EhZ/RYP163AKLvqPta3QWnPi4gl2RO9gx/kd7I3by9mUs5dedzI5EeQedOnm4+yDs4PzpVuOOYf0nHTSc9JJzU4lOjWaqNQoYtNi0dbL/k4mJxr5NuLmgJvpENKBW2rcgqdzyS8TZJ87x4l+/XGsGULYN98Ydk3Tltlzcdustb6rzA6qlB+wBAgDTgIPaa0TC9nuJJCMZXmdnLwfbnH3L6is13PLjo7hRL9+OFavTtiSbzC5yBgZUXZyL14konMXvLp2peaHE42OU2qp2alEJEYQcSGCM8lniEmLuXRLzkomKzeLzNxMss3ZOCgH3B3dcXN0w93JnUD3QII9ggnxDCHEI4Qmfk1oUK1BmS0gnPzzz0Q+8yx+Qx6j+qhRZfKe9sSei9sULM2RK7myWXLXDR1UqYlAgtZ6glLqNcBXa31Vm4u1uIVrreNuZP+CymOx0uRffiFyxNP4DhxIjTdHl+l7i6otbvYcYj/+mLrfL8e1SROj41QYszajUBV+Lfv8uPEkLlpE6KyZeHXuXKHHtnWVsbgVt9G7NfD/7d15eFT12f/x953JQoCskJCQsFrtJXUv9anFp9YqWsBHxKqooCiggKDIZtlUFEQWURZFJYigoD7uWy3uS73so+KGWqSiEMhCEtYAgaz37485ofnRQBJC8j2Z3K/rOtfMnGXOJ5OZ3Jlzvuf7/S0wE5jnTfUZv70vsMK7vwK4pJG3P2Zi/vAHEgcNYueqVex57z1XMUyIKd+zhx2PP06r3/93sypsAGES5qSRVvKE8USdeCK5kyZTmtek284Zan8R97nVTPW5xq2dquZ6z50LJB9u18BbIvKFiNx4FNsjIjeKyBoRWVNQUFCPyIeXNG4sUd28D8XWrQ2yD9O87FjxBOW7d5N0y2jXUZqNsMhI0ubNo6K4mJzbbkPLy11HMvVQ2/Hc4kTk/soiISLzRCSuhm3eEZHvqpnq0t62h6qeAfQCRorI7+uwLQCqukRVu6tq96SkpLpuXisHPxSlpeRMsA+FqZ+ynTvZ8fjjxPQ8n+iTfuU6TrMS1bULKVOnUvTpp2zPWOo6jqmH2h6WXEawYccV3lQIPH6kDVT1fFU9qZrpFSBPRFIBvNtqjwGoao53mw+8BJzpLarV9o0pqksXUm6/naLPP2f7kiWu45gmbMeyZVQUFZF0yy2uozRLcZf2I7Z3bwoWLaLoq69cxzFHqbbF7ThVvVNVf/amu4D6tH1/FagckGoQwWvo/j8i0kpEYirvAxcQvM6uVtu7EHdJX2IvuoiCBx+i6IsvXMcxTVBZQQE7nlxJ7EUXEXX88a7jNEsiQspd04hITSVn3Phajd5t/Ke2xW2/iJxd+UBEegD767HfWUBPEfkR6Ok9RkTai8gb3jrtgI9F5BvgM+Cvqrr6SNu7JiKkTLuTiPbtyR4/gfJdTadjWeMP2x5dgpaWkjRqpOsozVogJoa0efdRmp9P7tTbQ2ZMu+aktpcCnEawVWLlebadwHWq+k0DZjvmGuJSgOrs//Y7Nl19Na3P+T3pixZZ91ymVkpzcvjpwj8Rd0lfUqdPdx3HANuXLiX/vnmkTLuThCuvdB3HmZC9FEBVv1bVU4FTgFNU9fSmVtgaU/TJJ5E8dix733mXnauech3HNBH5D8wHoO2IEY6TmEqJgwfT6uyzyZt5LwfWr3cdx9RBbVtLzhSReFUtVNVCEUkQkRkNHa4pS7xuEK3POYf82bM58M9/uo5jfG7fp59R+NprtLlhKBHt27uOYzwSFkb72bMIi4sle8xYKoqKXEcytVTbc269VPXgCSSvq6veDRMpNIgIqbPuJZCQQPaYsZTv3ec6kvEpLS1l6/S7iUhPp82NN9a8gWlU4W3akDZnDiUbN7J1xj2u45haqm1xC4jIwY4TRSQasI4UaxCekED7++ZSsmULuVOn2klpU60dTzxByYafaDdlMmEtWriOY6rR6qyzaDN8GLtffJFdL7zgOo6phdoWt5XAuyIyREQGA2/z7+6vzBG0OvNMksbcyp7Vq9nx+HLXcYzPlG7dSsFDi2l97rnWn6HPJY0aRavfncXWu+5m/7ff1byBcaq2DUrmADOAE4FfAdO9eaYW2gwdSswFF5A/bx77/u9T13GMj+TNmg3l5bSbMtl1FFMDCQRoP28egbZtyBp9C2U7axyIxDhUl9EC1wGrVXUc8PfKC6xNzUSE1JkziezUieyxYynNzXUdyfjA3r9/zJ7Vq2k7fBiR6emu45haCE9IIH3BQsq3bSdn3Djras/Hatta8gbgeYIDlgKkAS83VKhQFGjdivQHF6HFxWSNvpWK4uKaNzIhq2LfPrbeeSeRXbuSOHiw6zimDqJPPomUO+9g3yf/oGD+fNdxzGHU9pvbSKAHwT4lUdUfOUJP/KZ6UV27kjrrXg6sXUvOxIloRUXNG5mQlD9/AaW5uaTOmG6D3DZB8X/+M/H9+7M9Yyk7n3vOdRxTjdoWt2JVLal8ICLhgDX9OwqxPXuSPGECe/62mvw5c13HMQ4UffUVO1euJOGqq2h5xhmu45ijlDJ1Cq3OPput0+5i74cfuo5jDlHb4vahiEwGokWkJ/Ac8FrDxQptiYOvJ2HgQHYsX86OFdbotDmpKCkhd+rthKekkDR2rOs4ph4kIoK0+fOJ+uUJZN06xlpQ+kxti9tEoAD4FhgGvAFMbahQoU5EaDdpIjE9zydv1mwKV7/pOpJpJNsfeZSSn34i9a5pBFq3ch3H1FOgdSs6PPII4QkJbBk+nJItW1xHMp7aXgpQQbAByU2qepmqZqhdkVwvEgjQfu5cok87jZwJE9j70UeuI5kGVrxhA9syMoi9+H9o/fs6j7trfCoiOZkOSzPQsjI2Dx5iraF94ojFTYKmicg24AdgvYgUiMgdjRMvtIW1aEGHhxcTefwvyBo5yo7bhzBVZev0GYS1bEm7iRNdxzHHWFTXrnRc8ijlO3eSee0gSnNyXEdq9mr65nYrwVaSv1HVNqqaCPwX0ENExjR4umYgEB9Pp2XLiDr+eLJG3WwFLkTtWb2aok8/JWn0LYQnJrqOYxpA9Kmn0vGxpVbgfKKm4nYtcJWqbqycoao/AwO9ZUdFRBJF5G0R+dG7TahmnV+KyNdVpkIRudVbNk1Esqssa9KdOAfi4+m47LGDBW7PBx+4jmSOoYp9+8ibNZuobieS0L+/6zimAUWfeiodlz1G+e7dwQKXne06UrNVU3GLUNVth85U1QIgoh77nQi8q6rHA+96jw/dx3pVPU1VTwN+DRQBL1VZ5YHK5ar6xqHbNzWB+Hg6Pr6MqBNOIOvmWyhcvbrmjUyTsO2RRynLyyNl6u1IIOA6jmlg0aeccrDAbRp4DcUbN9a8kTnmaipuJUe5rCZ9+XfHyyuAS2pY/zzgJ1XNrMc+fS8QF0fHx5cRfcopZI8dZxeHhoDinzeyffly4i65hJZnnO46jmkk0SefTKcVy9HiYjIHDLQxHR2oqbid6h0OPHTaA5xcj/22U9VcAO+2pt5OrgSePmTeKBFZKyLLqjusWUlEbhSRNSKypqCgoB6RG0cgNpaOSzNodXYPtt5+B9sfe8x1JHOUVJW8mTMJi4oiefw413FMI2vRrRudVq1EoqLIvHYQRWvWuI7UrByxuKlqQFVjq5liVPWIhyVF5B0R+a6aqW9dAopIJHAxwQvHKz0MHAecBuQC847wMyxR1e6q2j0pKakuu3YmLDqaDg8+SGzvXuTPvY/8effbWHBNUNE//sG+jz+m7aiRhLdt6zqOcSCqSxc6P7WK8ORkNg8Zag3GGlFdRgWoE1U9X1VPqmZ6BcgTkVQA7zb/CE/VC/hSVfOqPHeeqpZ7199lAGc21M/hikRG0n7uXK//ugy23n239UXZhKgq+QsWEJ6aSsLVV7uOYxyKSE2l08oniTruOLaMHGXn0xtJgxW3GrwKDPLuDwJeOcK6V3HIIcnKwujpB4RkvzcSCJAy7U7aDB3CrqefCXa2XFbmOpaphb3vf8CBb9bS9qYRhEVGuo5jHAtPTKTjiuVEn3oq2WPH2WjejcBVcZsF9BSRH4Ge3mNEpL2IHGz5KCItveUvHrL9HBH5VkTWAucCIXvNnYiQNG4cSbfeSuGrr9lwOU2AVlRQsHAhER07En9JTW2lTHMRiIkJnk/v0YPcKVOtX9kGFu5ip6q6nWALyEPn5wC9qzwuAtpUs941DRrQZ0SEtsOHEda6NXkzZpB100jSH3qQsBYtXEcz1djz1lsU//AD7efMRiLqc8WMCTVh0dF0eOhBssdPIO/eWVTsP0Db4cNcxwpJrr65maOQOHAAqTNnsu+TT9gyYgQV+/e7jmQOoeXlFCxcROQvjiO2Tx/XcYwPSWQkaffPI67vxRTMn0/BQw+5jhSSnHxzM0cv/tJ+SHiAnImT2DJsOB0eXkxYK+td3i8KX3+dkp9/Jm3BArtg2xyWhIeTOnMmhAXYtuhBKC+n7c03IyKuo4UMK25NUNzFF0NYgJzbbmPzjcPo8OijNnyKD2hZGQUPLSaq24nE9DzfdRzjcxIIkHrPDCQ8wLbFD6OlZSSNHWMF7hix4tZExV3UBwmEkT1+AltuuIEOGUsItG7tOlazVrj6TUo3byZt0UIkzI74m5pJWBgpd90FgQDbMzLQ8nKSJ4y3AncMWHFrwmJ79YKwANnjxrFlyFA6LM0gEBPjOlazpKpsz8ggsmtXYs77j7ZSxhyWhIWRcuedSFiAHcuWQXk5yRP/YgWunuzfyyYu9sILSHvgfvZ//z2bhwylvLDQdaRmad9HH1G8fj1thg61b22mzkSEdrdPJWHgQHasWEHevfdar0T1ZJ/CEBDbsyfpC+ZzYN06Ng8eQvnu3a4jNTvbMjIIT00l7iJrIWmOjojQbspkEgddy84nniRvxj3WK1E9WHELETHnnUf6ggUUr19P5jXXUpp/pB7NzLFU9OWX7F/zBW2uvw6x3khMPYgIyRMnknj99exctYrcKVOtV6KjZMUthMT88Vw6PPoIJVlZZA68hpKsLNeRmoXtSzIIxMcTf9llrqOYECAiJN82gbY3j2L3Sy+RPWaM9Up0FKy4hZhWv/sdnR5fFhwJ+OoBFP/4o+tIIe3A+n+x94MPSLhmIGEtW7qOY0KEiJA0ciTtJk9mz9vvsGX4cCr27XMdq0mx4haCok89lU5PPgGqZA68hqLPP3cdKWRtz8hAWrYkccAA11FMCEq89hraz55F0Wefk3nd9ZQ1gTEp/cKKW4hqccIJdHpqFYHERDIHD2HXSy+7jhRySjIzKXzjDRL69ycQH+86jglRcX37kr5oEcUbNrDxiv4c+OEH15GaBCtuISyyQwc6P/M0Lbv/mtxJk8i//wFrfXUMbV+6FAkPJ/H661xHMSEu5o/n0nnVSqioYNPVA9jz3vuuI/meFbcQF4iLo+OSJcRfcQXblywhe/StlO+1Y/f1VZqby66XXyH+ssuISE52Hcc0Ay26daPzs88S1bUrWSNHsv2xZXYt3BE4KW4icrmIfC8iFSLS/Qjr/UlE1ovIBhGZWGV+ooi8LSI/ercJjZO8aZKICFLumka7SRPZ8+67bLqyP8UbN7qO1aRtf2wZqNJm6BDXUUwzEtEumU5PPkHMhReSP3cuOePGUVFU5DqWL7n65vYdcCnw0eFWEJEA8BDQC+gGXCUi3bzFE4F3VfV44F3vsTkCESFx0CA6PraU8m3b2XT5Fex57z3XsZqksm3b2PXcc8T1vZiI9u1dxzHNTFh0NGkP3E/SuLEUrn6TTf2vpCQz03Us33FS3FR1naqur2G1M4ENqvqzqpYAzwB9vWV9gcphbFcANtxxLbU66yy6vPA8kZ06kXXTSAoWLrLzcHW0Y/lytLSUtjfc4DqKaaZEhLZeh+ll+flsvOxy9n502O8KzZKfz7mlAVuqPM7y5gG0U9VcAO/WTnrUQURaGp2eWkVcv35sW7yY7NGj7RqaWirftYudTz1NbK9eRHbu7DqOaeZa9+hB5xdeICI9nS3Dhtt5uCoarLiJyDsi8l01U9+atw4+RTXz6vxbE5EbRWSNiKwpsGtEDgqLiiJ15j20mzyJPe++x6arrqYkK9t1LN/bvmIFFUVFtBl2o+soxgAQmZ5G51UrD56Hy5040Xo0oQGLm6qer6onVTO9UsunyAI6VHmcDuR49/NEJBXAuz1sR4qqukRVu6tq96SkpKP5UUKWiJB47bV0WLKE0q1b2XT55XbB9xGUbt3KjseXE9PrT7Q44QTXcYw5KKxly+B5uNG3sPuVV61/Wfx9WPJz4HgR6SIikcCVwKvesleBQd79QUBtC6apRuuze9Dl2f8lEB/P5sFDKFz9putIvpR///1QUUHyuPGuoxjzH0SEtiNGkLZoIcUbNpB51dWUbNrkOpYzri4F6CciWcBZwF9F5E1vfnsReQNAVcuAUcCbwDrgWVX93nuKWUBPEfkR6Ok9NvUQ2bkznZ9+ihYnnUT2mDHsfPpp15F8Zf/atRS++hqJ111HZHpazRsY40hsz550WrGciqIiNl09gP3ffuc6khPSnE4+du/eXdesWeM6hq9V7N9P9pix7P3gA9redBNtbx7V7EcEVlUyrx5AyZYtHLd6NYHWrVxHMqZGxRs3smXoDZTt3En6woW0PrvHUT+XiHyhqoe9JtmP/HxY0jgQFh1N+oOLiLv0UrYtXkze9OnN/lKBPX/7G/u/+orkW0dbYTNNRlSXLnR6+ikiO3Zky/Dh7P37311HalThrgMY/5HwcFLvmUEgPp4dy5ZRUVJC6l13IYGA62iNruLAAfLuu4+oE08krl8/13GMqZOI5GCPJvlz5hJ98smu4zQqK26mWiJC8oTxhLWIYtvih9GSEtrPnImEN6+3zLaHHqIsJ5f2M+9tlsXdNH2BmBhSp9/tOkaja15/qUydiAhJt9yCRERQsGAhWlJK2tw5SESE62iNYs/777M9Yynxl19Oq9/+l+s4xpg6sOJmatR2xAgkMor8uXPJOnCAtPkPENaihetYDao0O5uciZOIOvFE2k2d4jqOMaaOrEGJqZU2QwaTcucd7P3wQ7YMGx7Sw+ZoSQlZY8ZCeTnp8x8gLCrKdSRjTB1ZcTO1lnDVVcEh79esYfP111O2c6frSA0ib+59HFi7ltR77iGyUyfXcYwxR8GKm6mTuIsvJn3hAop/+IHN1w6iNDfXdaRjasfKVex88kkSrr2G2AsvcB3HGHOUrLiZOos57zw6LHmU0pwcNv75spDoj1JV2fbww+TNmEHr886j3XjrYsuYpsyKmzkqrc46i87P/i+B2Fgyrx/MjpWrmuxQG6pK/uw5FCxYSFzfvqQvmI9ERrqOZYypBytu5qhFHXccnZ97ltY9epA3Ywa5k6c0uYYmWlJC7tSp7Fi+nISBA0m9t/ldy2dMKLLiZuolEBND+sOLaTNiOLtffpmf+/RhzzvvuI5VKyWbN7NpwEB2v/AibUeOpN2UyUiYfSSMCQX2STb1JmFhJI8eTeennyIQH0/WqJvZctNISnNyat7Ykd2v/5WN/S6lJDOTtIULSLIOoo0JKVbczDETfdppdHn+OZInjGffJ5/wU6/e5N07izIfjYBevncfOZMmkzN+PFG//CVdX3qR2AusVaQxocaKmzmmJCKCNkOG0PX114nt1YsdTz7JhvN7+qLIFa1Zw8a+fdn9yiu0GTGcTk+sICLNxmYzJhS5Gqz0chH5XkQqRKTaMYJEpIOIvC8i67x1R1dZNk1EskXka2/q3XjpTW1EpqfRfta9HPfGX4NFbuVKNpzfk613301JVnajZqkoKSFv7lwyr7kWAgE6rVxJ8ujR1nDEmBDmZLBSETkRqAAeBcar6n+MICoiqUCqqn4pIjHAF8AlqvpPEZkG7FXV++qyXxus1J2SzEy2L32MXS+/DBUVxF10EW2G3UhU164Nut8D69aR85eJFP/rX8T370+72yYQ1srGZDOmLmyw0lpS1XWqur6GdXJV9Uvv/h5gHWDHkJqoyE6dSJ1+N794+y0SBw6g8K23+Pmi/yHnL3+hJDPzmO9Py8rY9sgjbLyiP2U7d9Dh0UdIvWuaFTZjmokmcc5NRDoDpwOfVpk9SkTWisgyEUlwEszUWURKCu0mTeIX775D4nXXUfjmW/zUuw85U6ces8OVxT9vZNOAARTMX0Bsz/Pp+uqrtD7nnGPy3MaYpqHBDkuKyDtASjWLpqjqK946H3CYw5JVnqc18CFwj6q+6M1rB2wDFJhO8PDl4MNsfyNwI0DHjh1/ndkA3xLM0SsrKGDbkgx2PfMMqkp8v360GTaMyPS6f0kvLyxk2+KH2bFqFWEtW5Jyx+3E9enTAKmNaV6a4mFJJ+fcDu68huImIhHA68Cbqnr/YdbpDLyuqifVtD875+ZfpVu3sj1jKbuefdYrcpcQf+WVtOjWrcbrz7SsjF3PP0/BgoWU79pF/GV/Jmn0aMLbtm2k9MaEtqZY3HzbXEyCf9EeA9YdWthEJFVVK7uj7wd819j5zLEVkZJCyu1TaXPD0INFbtdzzxPZuTOxffoQc+EFRCQnE9ayJRIZSfnefez7+GP2vv8eez/4kPLdu2nZvTvtJk+iRbdurn8cY4xjrlpL9gMWAUnALuBrVb1QRNoDS1W1t4icDfwd+JZgy0qAyar6hog8CZxG8LDkJmBYlWJ3WPbNreko27mTPW+9TeEbb1D02WdQ9X0aEQEVFVBeTiAujtZ/OIeYXr1ofc451suIMQ2gKX5zc3pYsrFZcWuaSvPy2ffJJ1TsKaSiqIiKov0QJrTu0YPo00+369WMaWBNsbjZXwXjexHtkonvd4nrGMaYJqRJXApgjDHG1IUVN2OMMSHHipsxxpiQY8XNGGNMyLHiZowxJuRYcTPGGBNyrLgZY4wJOc3qIm4RKQCOtufktgQ7a/Yjv2bzay7wbza/5gL/ZvNrLvBvtrrm6qSqSQ0VpiE0q+JWHyKyxq9X6Ps1m19zgX+z+TUX+DebX3OBf7P5NdexZIcljTHGhBwrbsYYY0KOFbfaW+I6wBH4NZtfc4F/s/k1F/g3m19zgX+z+TXXMWPn3IwxxoQc++ZmjDEm5FhxqwURuVlE1ovI9yIyp8r8SSKywVt2YSNnmiYi2SLytTf19kOuQzKOFxEVkbZ+yCYi00Vkrfd6veUNjus8l7f/uSLyg5fvJRGJ90M2Ebnce99XiEj3Q5Y5f5+JyJ+8/W8QkYkuMlTJskxE8kXkuyrzEkXkbRH50btNcJCrg4i8LyLrvN/laL9ka1CqatMRJuBc4B0gynuc7N12A74BooAuwE9AoBFzTQPGVzPfaa4qOToAbxK8SPgNrwAABKhJREFUrrCtH7IBsVXu3wI84odcXoYLgHDv/mxgth+yAScCvwQ+ALr76X0GBLz9dgUivTzdGjPDIXl+D5wBfFdl3hxgond/YuXvtZFzpQJnePdjgH95vz/n2Rpysm9uNRsBzFLVYgBVzffm9wWeUdViVd0IbADOdJSxKr/kegC4Dah6UtdpNlUtrPKwVZVszl8zVX1LVcu8h/8HpPshm6quU9X11Sxy/pp5+9ugqj+ragnwjJfLCVX9CNhxyOy+wArv/gqg0UfdVdVcVf3Su78HWAek+SFbQ7LiVrMTgP8WkU9F5EMR+Y03Pw3YUmW9LG9eYxrlHcZaVuWQgvNcInIxkK2q3xyyyA/Z7hGRLcAA4A6/5DrEYOBv3n2/Zavkh1x+yFCTdqqaC8EiAyS7DCMinYHTgU/xWbZjLdx1AD8QkXeAlGoWTSH4GiUAvwV+AzwrIl0BqWb9Y9r0tIZcDwPTvX1OB+YR/KPY4LlqkW0ywcNs/7FZNfMa7TVT1VdUdQowRUQmAaOAOxsjV22yeetMAcqAVZWbNXS22uSqbrNq5jV202s/ZGgyRKQ18AJwq6oWilT38oUOK26Aqp5/uGUiMgJ4UYMHpj8TkQqC/bJlETyvVCkdyGmsXIdkzABe9x42eC44fDYROZngOZhvvA9POvCliJzZGNlq+5oBTwF/JVjcnL5mlURkEHARcJ73fqMxstXhNauqUV6zJpChJnkikqqquSKSCuTXuEUDEJEIgoVtlaq+6KdsDcUOS9bsZeCPACJyAsET19uAV4ErRSRKRLoAxwOfNVYo781YqR9Q2ULLaS5V/VZVk1W1s6p2JvgH6AxV3eo6m4gcX+XhxcAP3n2nubxsfwL+AlysqkVVFjnPdhh+yPU5cLyIdBGRSOBKL5efvAoM8u4PAg73TbjBSPC/zMeAdap6v5+yNSjXLVr8PhEsZisJFo8vgT9WWTaFYGut9UCvRs71JPAtsJbgmzTVD7mqybkJr7Wk62wE/3P9znvNXgPS/JDL2/8GguePvvamR/yQjeA/TllAMZAHvOmHXFUy9CbY+u8ngodRGz1DlSxPA7lAqfeaDQHaAO8CP3q3iQ5ynU3wcO3aKu+v3n7I1pCT9VBijDEm5NhhSWOMMSHHipsxxpiQY8XNGGNMyLHiZowxJuRYcTPGGBNyrLgZ0wBEpE2VERu2VhnBYa+ILHadz5hQZ5cCGNPARGQasFdV73OdxZjmwr65GdOIROQPIvK6d3+aiKzwxpbbJCKXisgcEflWRFZ7XSYhIr/2Ou3+QkTePKR3GmNMNay4GePWcUAfgsOPrATeV9WTgf1AH6/ALQIuU9VfA8uAe1yFNaapsI6TjXHrb6paKiLfEhx8c7U3/1ugM8GBQk8C3vY6og4Q7OLJGHMEVtyMcatyENwKESnVf58EryD4+RTge1U9y1VAY5oiOyxpjL+tB5JE5CwIDl0iIr9ynMkY37PiZoyPqWoJcBkwW0S+Idij++/cpjLG/+xSAGOMMSHHvrkZY4wJOVbcjDHGhBwrbsYYY0KOFTdjjDEhx4qbMcaYkGPFzRhjTMix4maMMSbkWHEzxhgTcv4f8ZMu9V7yHgQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in range(10):  # plot 10 examples\n",
    "    best_model.plot_interpretation(x, raw_predictions, idx=idx);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
